Datasets:

ought
/

raft

- {"name": "banking_77", "description": "", "data_columns": ["Query"], "label_columns": {"Label": ["Refund_not_showing_up", "activate_my_card", "age_limit", "apple_pay_or_google_pay", "atm_support", "automatic_top_up", "balance_not_updated_after_bank_transfer", "balance_not_updated_after_cheque_or_cash_deposit", "beneficiary_not_allowed", "cancel_transfer", "card_about_to_expire", "card_acceptance", "card_arrival", "card_delivery_estimate", "card_linking", "card_not_working", "card_payment_fee_charged", "card_payment_not_recognised", "card_payment_wrong_exchange_rate", "card_swallowed", "cash_withdrawal_charge", "cash_withdrawal_not_recognised", "change_pin", "compromised_card", "contactless_not_working", "country_support", "declined_card_payment", "declined_cash_withdrawal", "declined_transfer", "direct_debit_payment_not_recognised", "disposable_card_limits", "edit_personal_details", "exchange_charge", "exchange_rate", "exchange_via_app", "extra_charge_on_statement", "failed_transfer", "fiat_currency_support", "get_disposable_virtual_card", "get_physical_card", "getting_spare_card", "getting_virtual_card", "lost_or_stolen_card", "lost_or_stolen_phone", "order_physical_card", "passcode_forgotten", "pending_card_payment", "pending_cash_withdrawal", "pending_top_up", "pending_transfer", "pin_blocked", "receiving_money", "request_refund", "reverted_card_payment?", "supported_cards_and_currencies", "terminate_account", "top_up_by_bank_transfer_charge", "top_up_by_card_charge", "top_up_by_cash_or_cheque", "top_up_failed", "top_up_limits", "top_up_reverted", "topping_up_by_card", "transaction_charged_twice", "transfer_fee_charged", "transfer_into_account", "transfer_not_received_by_recipient", "transfer_timing", "unable_to_verify_identity", "verify_my_identity", "verify_source_of_funds", "verify_top_up", "virtual_card_not_working", "visa_or_mastercard", "why_verify_identity", "wrong_amount_of_cash_received", "wrong_exchange_rate_for_cash_withdrawal"]}}

+ {"name": "banking_77", "description": "", "data_columns": ["Query", "ID"], "label_columns": {"Label": ["Refund_not_showing_up", "activate_my_card", "age_limit", "apple_pay_or_google_pay", "atm_support", "automatic_top_up", "balance_not_updated_after_bank_transfer", "balance_not_updated_after_cheque_or_cash_deposit", "beneficiary_not_allowed", "cancel_transfer", "card_about_to_expire", "card_acceptance", "card_arrival", "card_delivery_estimate", "card_linking", "card_not_working", "card_payment_fee_charged", "card_payment_not_recognised", "card_payment_wrong_exchange_rate", "card_swallowed", "cash_withdrawal_charge", "cash_withdrawal_not_recognised", "change_pin", "compromised_card", "contactless_not_working", "country_support", "declined_card_payment", "declined_cash_withdrawal", "declined_transfer", "direct_debit_payment_not_recognised", "disposable_card_limits", "edit_personal_details", "exchange_charge", "exchange_rate", "exchange_via_app", "extra_charge_on_statement", "failed_transfer", "fiat_currency_support", "get_disposable_virtual_card", "get_physical_card", "getting_spare_card", "getting_virtual_card", "lost_or_stolen_card", "lost_or_stolen_phone", "order_physical_card", "passcode_forgotten", "pending_card_payment", "pending_cash_withdrawal", "pending_top_up", "pending_transfer", "pin_blocked", "receiving_money", "request_refund", "reverted_card_payment?", "supported_cards_and_currencies", "terminate_account", "top_up_by_bank_transfer_charge", "top_up_by_card_charge", "top_up_by_cash_or_cheque", "top_up_failed", "top_up_limits", "top_up_reverted", "topping_up_by_card", "transaction_charged_twice", "transfer_fee_charged", "transfer_into_account", "transfer_not_received_by_recipient", "transfer_timing", "unable_to_verify_identity", "verify_my_identity", "verify_source_of_funds", "verify_top_up", "virtual_card_not_working", "visa_or_mastercard", "why_verify_identity", "wrong_amount_of_cash_received", "wrong_exchange_rate_for_cash_withdrawal"]}}

data/banking_77/test_unlabeled.csv CHANGED Viewed

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data/banking_77/train.csv CHANGED Viewed

@@ -1,51 +1,51 @@
-Query,Label
-Is it possible for me to change my PIN number?,change_pin
-I'm not sure why my card didn't work,declined_card_payment
-I don't think my top up worked,top_up_failed
-Can you explain why my payment was charged a fee?,card_payment_fee_charged
-"How long does a transfer from a UK account take? I just made one and it doesn't seem to be working, wondering if everything is okay",balance_not_updated_after_bank_transfer
-Why am I getting declines when trying to make a purchase online?,declined_transfer
-What is the $1 transaction on my account?,extra_charge_on_statement
-It looks like my card payment was sent back.,reverted_card_payment?
-Why am I unable to transfer money when I was able to before?,beneficiary_not_allowed
-What if there is an error on the exchange rate?,card_payment_wrong_exchange_rate
-After I transferred money the balance remained the same.,balance_not_updated_after_bank_transfer
-How much does top up fees cost?,top_up_by_card_charge
-limits on top ups,top_up_limits
-My card payment was not successful.,declined_card_payment
-I live in the EU - can I get a card?,country_support
-Why did my top-up not work?,top_up_failed
-"I have a strange transaction for £1 on my statement, what is that?",extra_charge_on_statement
-Why is my money not in my account. I have already sent it out.,balance_not_updated_after_cheque_or_cash_deposit
-Let me know what the steps for the identity checks are,verify_my_identity
-I need my card as quick as possible,card_delivery_estimate
-In what increments can I top-up my card?,automatic_top_up
-When do i activate auto top-up?,automatic_top_up
-Do you charge for sending out more cards?,getting_spare_card
-Why am I being asked to verify my identity?,why_verify_identity
-What currencies can I use?,supported_cards_and_currencies
-I withdrew cash and I think the exchange rate is wrong.,wrong_exchange_rate_for_cash_withdrawal
-"My top up hasn't gone through yet, why?",pending_top_up
-"Hello, I have a question concerning an unfamiliar fee that I notice on my account. I see that you guys charge for ATM withdrawal. Never notice this fee until now. Can you please explain?",cash_withdrawal_charge
-The exchange rate was wrong in the foreign country I got cash in.,wrong_exchange_rate_for_cash_withdrawal
-I am still waiting for a transfer to show,pending_transfer
-How is the exchange rate calculated?,exchange_rate
-"There was an extra fee when I paid with my card, why was i charged this extra fee?",card_payment_fee_charged
-My credit card seems to have been declined for top up. Why is it not going through? Can you tell me what's going on?,top_up_failed
-"My transfers keep on getting declined. My card was working fine up until now, however it has suddenly stopped working. Why is this?",declined_transfer
-How long does it take for my physical card to be delivered.,card_delivery_estimate
-I need to know why a money transfer is available.,pending_transfer
-I must make several disposable cards every day.,disposable_card_limits
-What do I do to link my new card?,card_linking
-Why is their a charge pending on my card still?,pending_card_payment
-Why is there extra cash in my account?,cash_withdrawal_not_recognised
-Can I get a refund on an item?,request_refund
-Can I get an update on my replacement card?,card_arrival
-How do I know what my PIN is?,get_physical_card
-In which countries can I get a card?,country_support
-Can I choose from either Visa or Mastercard?,visa_or_mastercard
-My card still hasn't been delivered,card_arrival
-I didn't make the direct debit payment on my account.,direct_debit_payment_not_recognised
-after i got married i need to change my name,edit_personal_details
-How can I tell the source for my available funds?,verify_source_of_funds
-I didn't get all the cash I asked for,wrong_amount_of_cash_received

+Query,Label,ID
+Is it possible for me to change my PIN number?,change_pin,0
+I'm not sure why my card didn't work,declined_card_payment,1
+I don't think my top up worked,top_up_failed,2
+Can you explain why my payment was charged a fee?,card_payment_fee_charged,3
+"How long does a transfer from a UK account take? I just made one and it doesn't seem to be working, wondering if everything is okay",balance_not_updated_after_bank_transfer,4
+Why am I getting declines when trying to make a purchase online?,declined_transfer,5
+What is the $1 transaction on my account?,extra_charge_on_statement,6
+It looks like my card payment was sent back.,reverted_card_payment?,7
+Why am I unable to transfer money when I was able to before?,beneficiary_not_allowed,8
+What if there is an error on the exchange rate?,card_payment_wrong_exchange_rate,9
+After I transferred money the balance remained the same.,balance_not_updated_after_bank_transfer,10
+How much does top up fees cost?,top_up_by_card_charge,11
+limits on top ups,top_up_limits,12
+My card payment was not successful.,declined_card_payment,13
+I live in the EU - can I get a card?,country_support,14
+Why did my top-up not work?,top_up_failed,15
+"I have a strange transaction for £1 on my statement, what is that?",extra_charge_on_statement,16
+Why is my money not in my account. I have already sent it out.,balance_not_updated_after_cheque_or_cash_deposit,17
+Let me know what the steps for the identity checks are,verify_my_identity,18
+I need my card as quick as possible,card_delivery_estimate,19
+In what increments can I top-up my card?,automatic_top_up,20
+When do i activate auto top-up?,automatic_top_up,21
+Do you charge for sending out more cards?,getting_spare_card,22
+Why am I being asked to verify my identity?,why_verify_identity,23
+What currencies can I use?,supported_cards_and_currencies,24
+I withdrew cash and I think the exchange rate is wrong.,wrong_exchange_rate_for_cash_withdrawal,25
+"My top up hasn't gone through yet, why?",pending_top_up,26
+"Hello, I have a question concerning an unfamiliar fee that I notice on my account. I see that you guys charge for ATM withdrawal. Never notice this fee until now. Can you please explain?",cash_withdrawal_charge,27
+The exchange rate was wrong in the foreign country I got cash in.,wrong_exchange_rate_for_cash_withdrawal,28
+I am still waiting for a transfer to show,pending_transfer,29
+How is the exchange rate calculated?,exchange_rate,30
+"There was an extra fee when I paid with my card, why was i charged this extra fee?",card_payment_fee_charged,31
+My credit card seems to have been declined for top up. Why is it not going through? Can you tell me what's going on?,top_up_failed,32
+"My transfers keep on getting declined. My card was working fine up until now, however it has suddenly stopped working. Why is this?",declined_transfer,33
+How long does it take for my physical card to be delivered.,card_delivery_estimate,34
+I need to know why a money transfer is available.,pending_transfer,35
+I must make several disposable cards every day.,disposable_card_limits,36
+What do I do to link my new card?,card_linking,37
+Why is their a charge pending on my card still?,pending_card_payment,38
+Why is there extra cash in my account?,cash_withdrawal_not_recognised,39
+Can I get a refund on an item?,request_refund,40
+Can I get an update on my replacement card?,card_arrival,41
+How do I know what my PIN is?,get_physical_card,42
+In which countries can I get a card?,country_support,43
+Can I choose from either Visa or Mastercard?,visa_or_mastercard,44
+My card still hasn't been delivered,card_arrival,45
+I didn't make the direct debit payment on my account.,direct_debit_payment_not_recognised,46
+after i got married i need to change my name,edit_personal_details,47
+How can I tell the source for my available funds?,verify_source_of_funds,48
+I didn't get all the cash I asked for,wrong_amount_of_cash_received,49

data/gpai_initiatives/task.json CHANGED Viewed

@@ -1 +1 @@

- {"name": "gpai_initiatives", "description": "", "data_columns": ["Name", "Link", "Organization / Author", "Brief Description", "Sector", "Geographical scope", "Target Audience", "Stage of Development", "Date started", "Country/region of origin", "Notes (including specific SDG(s) and OECD AI Principles addressed)"], "label_columns": {"Label: AI and Ethics": ["0", "1"], "Label: AI and Governance": ["0", "1"], "Label: AI and Social Good": ["0", "1"]}}

+ {"name": "gpai_initiatives", "description": "", "data_columns": ["Name", "Link", "Organization / Author", "Brief Description", "Sector", "Geographical scope", "Target Audience", "Stage of Development", "Date started", "Country/region of origin", "Notes (including specific SDG(s) and OECD AI Principles addressed)", "ID"], "label_columns": {"Label: AI and Ethics": ["0", "1"], "Label: AI and Governance": ["0", "1"], "Label: AI and Social Good": ["0", "1"]}}

data/gpai_initiatives/test_unlabeled.csv CHANGED Viewed

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data/gpai_initiatives/train.csv CHANGED Viewed

@@ -1,34 +1,34 @@
-Name,Link,Organization / Author,Brief Description,Sector,Geographical scope,Target Audience,Stage of Development,Date started,Country/region of origin,Notes (including specific SDG(s) and OECD AI Principles addressed),Label: AI and Ethics,Label: AI and Governance,Label: AI and Social Good
-AI Civic Forum,https://thefuturesociety.org/2020/04/30/the-ai-civic-forum-empowering-people-to-shape-the-future-of-ai/,"Algora Lab, University of Montreal, TFS, Mila","The AI Civic Forum (AICF) is a multi-stakeholder platform to proactively engage people around the world in discussions on AI ethics and governance. Anchored in a robust collective intelligence process, the objectives are delivered through four key deliverables: face-to-face deliberations; an online platform; an AI Literacy Toolkit and a Trainer-the-trainer Playbook. The AI Civic Forum is co-led by The Future Society, AlgoraLab and Mila. - The initiative's mission is: 'Bring together diverse communities of citizens, policymakers, academics, experts, private sector representatives and other key stakeholders to deliberate on the ethical design, deployment, and governance of AI.'",Mixed academia/non-profit,Global,"Civil Society, Policymakers, Citizens",Set-up in progress,June 2019,United States,,0,1,0
-Tieto’s AI ethics guidelines,https://www.tietoevry.com/contentassets/b097de43d84d4c84832f1fff2cb6a30d/tieto-s-ai-ethics-guidelines.pdf; https://www.tietoevry.com/en/newsroom/all-news-and-releases/press-releases/2018/10/tieto-strengthens-commitment-to-ethical-use-of-ai/,Tieto,"Foundation for all Tieto employees who develop or use AI in any capacity. Also trialling internal AI ethics course & certification, plus establishing new roles focusing on ethical values embedded within AI - The initiative's mission is: 'Part of a sustained drive to promote ethical AI product and service development across the company and advance ethical and responsible AI'",Private,Global,Employees,Published,Oct 2018,Finland,,1,1,0
-Charlevoix Common Vision for the Future of Artificial Intelligence,https://www.international.gc.ca/world-monde/international_relations-relations_internationales/g7/documents/2018-06-09-artificial-intelligence-artificielle.aspx?lang=eng,Leaders of the G7,"G7 leaders' vision for a predictable and stable policy environment that promotes innovation, as recognized by the 2018 G7 Montreal Ministerial Statement on Artificial Intelligence, and the multi-stakeholder, human-centric vision outlined in the 2017 G7 ICT and Industry Ministers’ Torino Declaration. - The initiative's mission is: 'To commit to 12 principles for the future of AI.'",International organisation,G7,self (gov),Published,Jun 2018,International,,1,1,0
-The National Artificial Intelligence Research and Development Strategic Plan,https://www.nitrd.gov/pubs/national_ai_rd_strategic_plan.pdf,National Science and Technology Council; Networking and Information Technology Research and Development Subcommittee,"Report laying out US national AI strategy - The initiative's mission is: 'High-level framework to identify scientific and technological needs in AI and track the progress and maximizing the impact of R&D investements to fill those needs; to establish priorities for federally-funded R&D in AI, looking beyong near-term AI capabiltites towards long-term transformational impacts of AI on society and the world.'",Public,US,Employees,Published,Oct 2016,United States,,1,0,0
-Humane-AI-Net - H2020-ICT-48 European network of AI excellence centres,https://www.humane-ai.eu/,European Commission with a network of 53 academic and industrial partners across Europe,"The HumanE AI Network leverages the synergies between the involved centers of excellence to develop the scientific foundations and technological breakthroughs needed to shape the AI revolution in a direction that is beneficial to humans both individually and societally, and that adheres to European ethical values and social, cultural, legal, and political norms. The core challenge is the development of robust, human-centred, trustworthy AI systems capable of what could be described as “understanding” humans, adapting to complex real-world environments, and appropriately interacting in complex social settings. The aim is to facilitate AI systems that enhance human capabilities and empower individuals and society as a whole while respecting human autonomy and self-determination. The HumanE AI Net project will engender the mobilization of a research landscape far beyond direct project funding, involve and engage European industry, reach out to relevant social stakeholders, and create a unique innovation ecosystem that provides a manyfold return on investment for the European economy and society.","Network of research centres of excellence in AI, academia and industries",European Union,"Research, industry, policy makers, citizens","Network design and research roadmap completed, operational phase started",2018,Germany,Initiative addressed to operationalize the full spectrum of OECD and European AI principles,1,0,1
-Guiding Principles on Trusted AI Ethics,https://www.teliacompany.com/globalassets/telia-company/documents/about-telia-company/public-policy/2018/guiding-principles-on-trusted-ai-ethics.pdf,Telia Company,"Guiding Principles to for operations and employees - The initiative's mission is: 'The proactive design, implementation, testing, use and followup of AI.'",Private,Global,Employees,Published,2019,Sweden,,1,1,0
-AI Explained - Non-technical  Guide for Policymakers,https://www.aiforpeace.org/library,AI for Peace,"A manual to explain AI basics to policymakers and interested individuals without technical background. - The initiative's mission is: 'Demystify what AI is, and demonstrate how it is already altering our lives and societies we live in.'",Civil society,Global,"Policymakers, Citizens",Published,February 2020,International,,0,1,1
-Dutch Artificial Intelligence Manifesto,http://ii.tudelft.nl/bnvki/wp-content/uploads/2018/09/Dutch-AI-Manifesto.pdf,"Special Interest Group on Artificial Intelligence (SIGAI), ICT Platform Netherlands (IPN)",Manifesto by the Dutch Special Interest Group on Artificial Intelligence - The initiative's mission is: 'In this manifesto the Special Interest Group on Artificial Intelligence (SIGAI) proposes a research agenda and identifies priorities that require investments to ensure AI research in the Netherlands is able to establish and maintain its leading role in the world. ',Academia,Netherlands,"multiple (Dutch government, researchers)",Published,September 2018,Netherlands,,1,1,0
-Declaración de Principios Éticos Para La IA de Latinoamérica,http://ia-latam.com/etica-ia-latam/,IA Latam,"A Declaration of Ethical Principles for AI in Latin America, created in line with IA Latam's committment to Responsible Innovation and Evolution - The initiative's mission is: 'To promote the creation of self-adhesion ethical criteria and frameworks that help IA Latam and guide everyone to continue for the best possible path always having as a goal the improvement of people's well-being and a better planet for new generation.'",Non-profit,Latin America,Public,Published,2019,Latin America,,1,1,0
-Oversight Board,https://www.oversightboard.com/news/announcing-the-first-members-of-the-oversight-board/,Oversight Board (for Facebook & Instagram's content moderation),"A group of 20 independent experts in charge of reviewing content brought to it by Facebook users or Facebook itself, to decide on whether the content is in accordance with Facebook's content policies and values.  - The initiative's mission is: 'Protect free expression by making principled, independent decisions about important pieces of content and by issuing policy advisory opinions on Facebook's content policies.'",Mixed,Global,Industry,Set-up in progress,January 2019,United States,,0,1,0
 Te Mana Raraunga (Māori Data Sovereignty Network),https://www.temanararaunga.maori.nz/kaupapa,Te Mana Raraunga (Māori Data Sovereignty Network,"Promotes the Māori data sovereignty through establishment of a charter on data governance and operations, expert database, advocacy, workshops, research, and other projects. - The initiative's mission is: 'The purpose of Te Mana Raraunga is to enable Māori Data Sovereignty and
-to advance Māori aspirations for collective and individual wellbeing.'",Civil society,New Zealand,All,Publically launched,July 2015,New Zealand,,0,1,1
-"Science, Law and Society (SLS) Initiative - Principles for the Governance of AI",https://thefuturesociety.org/2017/07/15/principles-law-and-society-initiative/,The Future Society,"Principles for the Governance of AI - The initiative's mission is: 'To reap AI’s promise, while mitigating its risks.'",Non-profit,Global,"Policymakers, academics, technologists",Published,July 2017,United States,,1,0,0
-Opening the Black Box - Driving Business,https://www.canasean.com/wp-content/uploads/2019/08/XAI-White-Paper.pdf,Element AI,Explaining the business case for Explainable AI products and services such as those sold by.,Private,Global,Industry,Publically launched,August 2019,Canada,,0,0,1
-Countries & initiatives overview,https://oecd.ai/countries-and-initiatives,OECD Artificial Intelligence Policy Observatory,"Interactive database of AI policies and initiatives from countries, territories and other stakeholders - The initiative's mission is: 'To facilitate international co-operation, benchmarking and help develop best practices.'",International organisation,Global,All,Publically launched,2020,International,,0,1,0
-Stanford Human-Centered AI Initiative (HAI) - three principles,"https://hai.stanford.edu/blog/opening-gate#legacy_content:~:text=three%20principles%3A%20that%20we%20must%20study,subtle%20and%20nuanced%20as%20human%20intelligence.",Stanford HAI,"An interdisciplinary, global hub for AI learners, researchers, developers, builders and users from academia, government and industry, as well as leaders and policymakers who want to understand and influence AI’s impact and potential. - The initiative's mission is: 'To advance AI research, education, policy and practice to improve the human condition.'",Academia,US,"self (academics, citizens)",Published,March 2019,United States,,1,0,1
 Responsible bots: 10 guidelines for developers of conversational AI,https://www.microsoft.com/en-us/research/uploads/prod/2018/11/Bot_Guidelines_Nov_2018.pdf,Microsoft,Set of guidelines - The initiative's mission is: 'To help developers design bots that build trust in the company and service that the bot represents',Private,Global,developers,"Published v1 (""we fully expect that they will be revised over time
-in response to your feedback and our own experiences."")",Nov 2018,United States,,1,0,0
-"The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation",https://arxiv.org/ftp/arxiv/papers/1802/1802.07228.pdf,Future of Humanity Institute; University of Oxford; Centre for the Study of Existential Risk; University of Cambridge; Center for a New American Security; Electronic Frontier Foundation; OpenAI,"This report surveys the landscape of potential security threats from malicious uses of artificial intelligence technologies, and proposes ways to better forecast, prevent, and mitigate these threats. It includes four high level recommendations and high priority research areas. - The initiative's mission is: 'To forecast, prevent and mitigate the malicious use of AI'",Mixed academia/non-profit,Global,unspecified,Published,Feb 2018,United Kingdom,,1,1,0
-AI for Good Global Summit,https://aiforgood.itu.int/,International Telecommunications Union,Yearly summit in partnership with 35 UN agencies to foster discussion and coordination on fulfilling the Sustainable Development Goals using AI. - The initiative's mission is: 'Identify practical applications of AI and scale those solutions for global impact',Mixed,Global,All,Publically launched,2017,Switzerland,,0,0,1
-Artificial Intelligence Industry Code of Conduct (Consultation Version),https://www.secrss.com/articles/11099,Artificial Intelligence Industry Alliance,"Code of conduct for AI developers - The initiative's mission is: 'To promote the ethical self-discipline of China's artificial intelligence industry, build consensus, and promote the healthy development of artificial intelligence'",Professional association,China,All,Consultation published,2019,China,,1,0,0
-Partnership on AI Issue Area on Safety-Critical AI (SCAI),https://www.partnershiponai.org/tenets/,Partnership on AI,"Partnership on AI conducts research, organizes discussions, shares insights, provides thought leadership, consults with relevant third parties, responds to questions from the public and media, and creates educational material that advances the understanding of AI technologies including machine perception, learning, and automated reasoning. Their members have agreed to eight tenets. - The initiative's mission is: 'To help ensure AI benefits people and society.'",Private sector alliance,Global,self,Adopted,Sep 2016,International,,1,1,0
-Everyday Ethics for Artificial Intelligence. A practical guide for designers & developers,https://www.ibm.com/watson/assets/duo/pdf/everydayethics.pdf,IBM,"Report intended to ""begin a conversation"" about defining the ethics embedded in the desgn and development of AI systems. - The initiative's mission is: 'This guide provides discussion points concerning: Specific virtues that AI systems should possess; Guidance for designers and developers building and training AI.'",Private,Global,Employees and Civil Society,Published,2019,United States,,1,0,0
-"Work in the age of artificial intelligence. Four perspectives on the economy, employment, skills and ethics",https://julkaisut.valtioneuvosto.fi/handle/10024/160980,"Ministry of Economic Affairs and Employment, Finland","Collection of four main articles that discuss (1) the effects of artificial intelligence on general economic and employment trends; (2) the transformation of work and the labour market; (3) reforms on education and skills maintenance; and (4) ethics. - The initiative's mission is: 'Work out what happens to work/the economy in Finland given developments in AI, to turn artificial intelligence into a success factor for Finnish companies. Finland’s goal is to be a global leader in applying artificial intelligence'",Public,Finland,Government,Published,Sep 2018,Finland,,1,1,0
-You and AI,https://royalsociety.org/topics-policy/projects/machine-learning/you-and-ai/,The Royal Society; DeepMind,"A series of events, publications and multimedia content explaining machine learning, collecting views on machine learning and analyzing these views, run throughout 2018 by the Royal Society supported by DeepMind. - The initiative's mission is: 'Build greater understand of what machine learning and AI are, how the technology works, and the ways it may affect our lies.'",Mixed,United Kingdom,Citizens,Closed,2018,United Kingdom,,0,1,0
-The Toronto Declaration: Protecting the right to equality and non- discrimination in machine learning systems,https://www.torontodeclaration.org/,Access Now; Amnesty International,"The Toronto Declaration is a landmark statement on protecting human rights in the age of artificial intelligence. Led by Amnesty International and Access Now, the Declaration has been widely endorsed by the global human rights community. The Toronto Declaration proposes that human rights law and standards are put front and center in existing and emerging conversations and methods analyzing the impact of machine learning and related technologies. - The initiative's mission is: 'To serve as a useful resource for researchers, policy-makers and tech professionals looking for guidance on applying human rights principles and standards to new technologies.'",Mixed international organisation/non-profit,Canada,"multiple (states, private sector ac- tors)",Published,May 2018,International,,1,0,1
-Policy Recommendations on Augmented Intelligence in Health Care H-480.940,https://policysearch.ama-assn.org/policyfinder/detail/augmented%20intelligence?uri=%2FAMADoc%2FHOD.xml-H-480.940.xml,American Medical Association (AMA),"A policy to provide a broad framework for the evolution of AI in health care - The initiative's mission is: 'To ensure that the evolution of augmented intelligence (AI) in medicine benefits patients, physicians, and the health care community.'",Professional association,US,Medical professionals,Implemented,2018,United States,"AMA will seek to: 1. Leverage its ongoing engagement in digital health and other priority areas for improving patient outcomes and physicians’ professional satisfaction to help set priorities for health care AI. 2. Identify opportunities to integrate the perspective of practicing physicians into the development, design, validation, and implementation of health care AI. 3. Promote development of thoughtfully designed, high-quality, clinically validated health care AI that: a. is designed and evaluated in keeping with best practices in user-centered design, particularly for physicians and other members of the health care team; b. is transparent; c. conforms to leading standards for reproducibility; d. identifies and takes steps to address bias and avoids introducing or exacerbating health care disparities including when testing or deploying new AI tools on vulnerable populations; and e. safeguards patients’ and other individuals’ privacy interests and preserves the security and integrity of personal information. 4. Encourage education for patients, physicians, medical students, other health care professionals, and health administrators to promote greater understanding of the promise and limitations of health care AI. 5. Explore the legal implications of health care AI, such as issues of liability or intellectual property, and advocate for appropriate professional and governmental oversight for safe, effective, and equitable use of and access to health care AI.",0,1,0
-G20 Ministerial Statement on Trade and Digital Economy,https://www.mofa.go.jp/files/000486596.pdf,G20 Trade Ministers and Digital Economy Ministers,"Statement, principles and recommendations for the responsible stewardship of Trustworthy AI, resulting from 2 days meeting of G20 digital economy ministers - The initiative's mission is: 'To design and implement digital policies to maximize benefits and minimize the challenges from the development of the digital economy, and to overcome challenges with special attention to developing countries and underrepresented populations'",International organisation,Global,Policymakers,Published,2019,International,,1,1,0
-AI Repository,https://www.itu.int/en/ITU-T/AI/Pages/ai-repository.aspx,International Telecommunication Union (ITU),"Catalogue/inventory of AI initiatives which accelerate progress towards the “17 UN Sustainable Development Goals (SDGs)” - The initiative's mission is: 'To identify AI related projects, research initiatives, think-tanks and organizations that can accelerate progress towards the “17 UN Sustainable Development Goals (SDGs)”'",International organisation,Global,All,Publically launched,2020,Europe,,0,0,1
-AI Now 2017 Report,https://ainowinstitute.org/AI_Now_2017_Report.pdf,AI Now Institute,"Report which identifies new developments, emerging challenges and makes recommendations in four areas: labor and automation, bias and inclusion, rights and liberties, and ethics and governance - The initiative's mission is: 'To ensure that the benefits of AI will be shared broadly, and that risks can be identified and mitigated.'",Academia,Global,"multiple (core public agencies, companies, industry, universities, conferences, other stakeholders)",Published,Oct 2017,United States,,1,0,0
 "SoBigData (2015-2024, H2020-Excellent Science Research Infrastructures) Integrated Infrastructure for Social Mining & Big Data Analytics",http://www.sobigdata.eu/,"European Commission, Italian National research Council and 32 academic and industrial partners from 12 EU countries","SoBigData (2015-2024, H2020-Excellent Science Research Infrastructures) Integrated Infrastructure for Social Mining & Big Data Analytics. A research infrastructure for open data science for social good, at the second stage of “Advanced community”, aggregating 32 partners of 12 EU Countries.
 SoBigData++ is a resource for sharing datasets, methods, research skills and computational resources for supporting the comprehension of social phenomena through the lens of BigData and Artificial Intelligence. Its uniqueness lies in its ability to make the effort of data science and artificial intelligence scientific communities accessible to multiple stakeholders on a unique ecosystem.  SoBigData++ is a distributed and multi-disciplinary RI aimed at using social mining, big data and artificial intelligence to understand our globally-interconnected society. The RI’s service platform empowers researchers for the design and execution of large-scale social mining experiments. Pushing the FAIR (findable, accessible, Interoperable, responsible)  and FACT (Fair, Accountable, Confidential and Transparent) principles, the RI  renders social mining experiments more efficiently designed, and repeatable by leveraging concrete tools that operationalize ethics, incorporating values and norms for privacy, fairness, transparency and pluralism. SoBigData++ RI is based on three pillars: 1) a data ecosystem for procurement, access, and data curation. 2) a platform of interoperable social data mining tools, and methodologies. Over 200 resources are available: curated data sets, analytical tools and services from six thematic clusters: text and social media mining; social network analysis; human mobility analytics; web analytics; visual analytics and social data. 3) a community comprising scientific, industrial and third-party stakeholders, such as policymakers, it counts  6,000 users registered to the e-infrastructure.
@@ -37,28 +37,28 @@ SoBigData++ operates in six domains: Societal debates and online misinformation
 SoBigData++ integrates 31 key European data science and AI centres. SoBigData++ combines research areas related to big data analytics, computational social science, digital humanities, city planners, and human-centred artificial intelligence. The project includes competences on ethics, economic analysis, media ecology, contrast to misinformation, environmental sustainability and energy saving.
-SoBigData++ works in synergy with different H2020 projects and network of excellence: HumaneAI-net, TAILOR, AI4EU, WeVerify, Pericles, NoBias, Clarin, and five SoBigData scientists are PIs of ERC grants in artificial intelligence. ","Research infrastructure provided by (mostly public) research centres, universities, but also industries and start-ups","Europe, Global","Multiple stakeholders: interdisciplinary researchers, innovators, industry, policy makers, citizens","Advanced integrated research infrastructure, operational since 2015",2015,Italy,"SoBigData++ is aimed at operationalizing the ethical principles set by Europe and OECD within the research infrastructure, using ethics-by-design approaches in the big data/AI projects developed in the ""exploratories"", research & innovation labs oriented at multiple SGD's related societal impact (sustainable cities for citizens, well-being, sustainable growth, migration studies, ecology of media and social media).",0,0,1
-AI factsheets 360,https://aifs360.mybluemix.net/,IBM,Template for capturing relevant information about the creation and deployment of an AI model or service - The initiative's mission is: 'To foster trust in AI by increasing transparency and enabling governance.',Private,Global,Developers,Published,2019,United States,,0,1,0
-Automated and Connected Driving: Report,https://www.bmvi.de/SharedDocs/EN/publications/report-ethics-commission-automated-and-connected-driving.pdf?__blob=publicationFile,"Federal Ministry of Transport and Digital Infrastructure, Ethics Commission, Germany","20 Ethical rules for automated and connected vehicular traffic - The initiative's mission is: 'What technological development guidelines are required to ensure that we do not blur the contours of a human society that places individuals, their freedom of development, their physical and intellectual integrity and their entitlement to social respect at the heart of its legal regime?'",Public,Germany,Government,Published,June 2017,Germany,,1,0,0
-Mozilla Voice STT (formerly Deep Speech),https://voice.mozilla.org/stt.html,Mozilla Foundation,"An open-source software project to build Speech To Text engine, with a community of developers, companies and researchers contributing to its growth. - The initiative's mission is: 'Make speech recognition technology openly available to developers.'",Non-profit,Global,Developers,Pilot,2018,United States,,0,0,1
-Recommendation on the Ethics of Artificial Intelligence & AI Decision Makers' Toolkit,https://en.unesco.org/artificial-intelligence/ethics,UNESCO's AHEG (Ad Hoc Expert Group),"Outline of ethical benefits, risks and recommendations around AI - The initiative's mission is: 'To guide the development and application of AI in a human-centred approach and to be trustworthy.'",International organisation,Global,All,Published,May 2020,International,,1,1,0
-Ethics Guidelines for Trustworthy AI,https://ec.europa.eu/digital-single-market/en/news/ethics-guidelines-trustworthy-ai,High-Level Expert Group on Artificial Intelligence,Proposes seven requirements that AI systems should meet in order to be deemed trustworthy - The initiative's mission is: 'To promote Trustworthy AI',International organisation,Europe,All,"Published, sought fedback",Apr 2019,Europe,,1,1,0
-Closing the Human Rights Gap in AI Governance,https://s3.amazonaws.com/element-ai-website-bucket/whitepaper-closing-the-human-rights-gap-in-ai-governance.pdf,Element AI,"A 20-page report explaining what investors, companies and government can do to implement due diligence, data governance an human rights by design practices into their activity.",Private,Canada,"Industry, Policymakers",Published,November 2019,Canada,,0,1,0
-Universal Guidelines for Artificial Intelligence,https://thepublicvoice.org/ai-universal-guidelines/,The Public Voice,"Twelve Universal Guidelines to inform and improve the design and use of AI. The Guidelines are intended to maximize the benefits of AI, to minimize the risk, and to ensure the protection of human rights. These Guidelines should be incorporated into ethical standards, adopted in national law and international agreements, and built into the design of systems. - The initiative's mission is: 'To inform and improve the design and use of A'",Mixed,Global,"multiple (institu- tions, govern- ments)",Published,Oct 2018,International,,1,1,0
-Seeking Ground Rules for AI,https://www.nytimes.com/2019/03/01/business/ethical-ai-recommendations.html,New York Times’ New Work Summit,10 recommendations to encourage the ethical use of AI - The initiative's mission is: 'To make AI trustworthy',Private,Global,All,Published,2019,United States,,1,1,0
-Principles for the Cognitive Era,https://www.ibm.com/blogs/think/2017/01/ibm-cognitive-principles/,IBM,"Describes three principles for AI development/deployment - The initiative's mission is: 'Guiding what IBM develops and brings to the world, and how they do so, to achieve the economic and societal potential of a cognitive future.'",Private,Global,Employees,Published,2017,United States,,1,0,0
 Everyday Ethics for AI,https://www.ibm.com/design/ai/ethics/everyday-ethics/,IBM,"Everyday ethics for AI provides discussion points concerning:
     specific virtues that AI systems should possess;
-    guidance for designers and developers training and building AI.",Private,United States,Developers & deployers,Published,2014,United States,,1,1,0
-Discussion Paper: National Strategy for Artificial Intelligence,https://niti.gov.in/national-strategy-artificial-intelligence,National Institution for Transforming India (Niti Aayog),"National strategy for government of India. It is termed #AIForAll as it is focused on leveraging AI for inclusive growth in line with the Government policy of Sabka Saath Sabka Vikas. Role of the Government has been clearly delineated to develop the research ecosystem, promote adoption and address skilling challenges. The strategy also flags important issues like ethics, bias and privacy issues relating to AI and envisions Government promoting research in technology to address these concerns. The focus is on sectors like agriculture, health and education where public investment and lead would be necessary. - The initiative's mission is: 'Explore how India can leverage the transformative technologies to ensure social and inclusive growth in line with the development philosophy of the government.'",Public,India,Government,Published,June 2018,India,,1,0,0
-FRR Quality Mark,https://responsiblerobotics.org/quality-mark/,Fondation for Responsible Robotics,"Label on robotics products indicating a positive assessment from an independent external expert group on responsible robotics. This group takes into account security, safety, privacy, fairness, sustainability, accountability and transparency. - The initiative's mission is: 'empower innovators and producers to create their products in an ethical and responsible way'",Civil society,Global,Industry,Pilot,December 2015,Netherlands,,0,1,0
-Towards the deployment of smart virtual systems for emotional support to women suffering breast cancer,"Not yet. For more info, contact matias@cs.cinvestav.mx",Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional. CINVESTAV - IPN. Dr. Matías Alvarado,"Breast cancer is a hard traumatic event in women’s life. Each woman's personality influences the coping strategies used to deal with it. This project analyzes the emotional regulation by regarding the influence of personality in strategic choices. Emotions include  fear, anguish, sadness, depression, braveness, acceptance, among others. The psychology ""Big Five Model"" backs the analysis on personalities, namely conscious, open, agreeable, extrovert and neurotic. The strategies are: situation selection, modify situation, attention deployment, cognitive change and response modulation. The project establishes a quantitative correlation between personality/strategies/emotion-regulation. The analytical result may evolve in smart virtual systems for emotional support to women suffering breast cancer. The increasing world health problem of breast cancer makes the deployment of these kind of system more useful and relevant.",Academia,Local - Mexico,Health and medical stakeholders; to support women living with breast cancer.,Implementation,2020,Mexico,SDG 2 Health and well being,0,0,1
 "Building safe artificial intelligence: specification, robustness, and assurance",https://medium.com/@deepmindsafetyresearch/building-safe-artificial-intelligence-52f5f75058f1,DeepMind,"Blog post discussing three areas of technical AI safety - specification, robustness and assurance - with the goal of contributing to the development of the field, and encouraging substantive engagement with the technical ideas it discusses.
-",Private,Gllobal,Researchers,Published,"September, 2018",United Kingdom,,0,1,0
-Detailed Explanation on Key Points Concerning AI Utilization Principles,https://www.soumu.go.jp/main_content/000658286.pdf,"The Conference toward AI Network Society, MIC",Manual for how to translate the AI Utilization Principles in practice,Public,Japan,Private Sector,Published,"9 August, 2019",Japan,,0,1,0
-Report on Artificial Intelligence and Human Society (Unofficial translation),https://www8.cao.go.jp/cstp/tyousakai/ai/summary/aisociety_en.pdf,Advisory Board on Artificial Intelligence and Human Society (initiative of the Minister of State for Science and Technology Policy),"Report exploring the influence of AI technologies on society to ensure these technologies are used safely and beneficially - The initiative's mission is: 'Discuss the influence of AI technologies on society to ensure these technologies are used safely and beneficially, to clarify what benefits are expected, what issues are to be concerned, what issues are to be resolved, and what attitudes are beneficial.'",Public,Japan,"multiple (researchers, government, businesses, public, educators)",Published,March 2017,Japan,,1,1,0
-Governing Artificial Intelligence. Upholding Human Rights & Dignity,https://datasociety.net/library/governing-artificial-intelligence/,Data & Society,Report which draws the connections between AI and human rights; reframes recent AI-related controversies through a human rights lens; and reviews current stakeholder efforts at the intersection of AI and human rights. - The initiative's mission is: 'Help target audience incorporate human rights into social and organizational contexts related to the development and governance of AI.',Non-profit,Global,"Technology companies, governments, intergovernmental organizations, civil society groups, academia",Published,Oct 2018,United States,,1,0,1
-ISO/IEC JTC 1/SC 42,https://www.iso.org/committee/6794475.html,International Standards Organisation,A group of 8 project working groups to standardize technologies in the area of Artificial Intelligence. - The initiative's mission is: 'Trustworthy AI',Mixed,Global,Industry,Published,2017,United States,,0,1,0
-Ethics Policy for Peaceful R&D,https://www.iiim.is/ethics-policy/,Icelandic Institute for Intelligent Machines (IIIM),"Takes aim at two major threats to societal prosperity and peace. On the one hand, increases in military spending continue throughout the world, including automated weapons development. Justified by “growing terrorist threats”, these actions are themselves resulting in increased use of undue and unjustified force, military and otherwise — the very thing they are aiming to suppress. On the other, the increased possibility — and in many cases clearly documented efforts — of governments wielding advanced technologies to spy on their law-abiding citizens, in numerous ways, and sidestep long-accepted public policy intended to protect private lives from public exposure has gradually become too acceptable. In the coming years and decades artificial intelligence (AI) technologies — and powerful automation in general — has the potential to make these matters significantly worse. - The initiative's mission is: 'Establishing an Ethical Policy for all current and future activities of IIIM'",Non-profit,Iceland,Employees,Published,N.d.,Iceland,,1,0,0
-ITI AI Policy Principles,https://www.itic.org/news-events/news-releases/iti-unveils-first-industry-wide-artificial-intelligence-policy-principles,Information Technology Industry Council (ITI),"Set of principles developed by ITI member companies. ITI is a trusted leader in  innovation policy that drives sustainable, ethical, and equitable growth and opportunity for all. - The initiative's mission is: 'To ensure that member companies allow AI to flourish while guarding against unwanted impacts, our industry is committing to a set of principles to formalize our promise to responsible design of AI. '",Private,Global,self (members),Published,Oct 2017,United States,,1,0,0
-Mid- to Long-Term Master Plan in Preparation for the Intelligent Information Society,https://english.msit.go.kr/cms/english/pl/policies2/__icsFiles/afieldfile/2017/07/20/Master%20Plan%20for%20the%20intelligent%20information%20society.pdf,Government of the Republic of Korea,"The report considers the role of AI alongside other converging technologies such as the Internet of Things, cloud computing, big data analysis, and mobile technologies. The report discusses a range of implications of AI related to the workforce and economy as well as lifestyles and living environments. It outlines core factors of success including growing the economy, providing opportunity to all, and improving everyone’s safety and happiness. It also lays out a “National Vision” which is “Realizing a Human-Centered Intelligent Information Society.” - The initiative's mission is: 'To foster an intelligent information society on the basis of public-private partnership, with businesses and citizens playing leading roles and the government and research community providing support.'",Public,South Korea,Government,Published,July 2017,South Korea,,1,0,0

+Name,Link,Organization / Author,Brief Description,Sector,Geographical scope,Target Audience,Stage of Development,Date started,Country/region of origin,Notes (including specific SDG(s) and OECD AI Principles addressed),Label: AI and Ethics,Label: AI and Governance,Label: AI and Social Good,ID
+AI Civic Forum,https://thefuturesociety.org/2020/04/30/the-ai-civic-forum-empowering-people-to-shape-the-future-of-ai/,"Algora Lab, University of Montreal, TFS, Mila","The AI Civic Forum (AICF) is a multi-stakeholder platform to proactively engage people around the world in discussions on AI ethics and governance. Anchored in a robust collective intelligence process, the objectives are delivered through four key deliverables: face-to-face deliberations; an online platform; an AI Literacy Toolkit and a Trainer-the-trainer Playbook. The AI Civic Forum is co-led by The Future Society, AlgoraLab and Mila. - The initiative's mission is: 'Bring together diverse communities of citizens, policymakers, academics, experts, private sector representatives and other key stakeholders to deliberate on the ethical design, deployment, and governance of AI.'",Mixed academia/non-profit,Global,"Civil Society, Policymakers, Citizens",Set-up in progress,June 2019,United States,,0,1,0,0
+Tieto’s AI ethics guidelines,https://www.tietoevry.com/contentassets/b097de43d84d4c84832f1fff2cb6a30d/tieto-s-ai-ethics-guidelines.pdf; https://www.tietoevry.com/en/newsroom/all-news-and-releases/press-releases/2018/10/tieto-strengthens-commitment-to-ethical-use-of-ai/,Tieto,"Foundation for all Tieto employees who develop or use AI in any capacity. Also trialling internal AI ethics course & certification, plus establishing new roles focusing on ethical values embedded within AI - The initiative's mission is: 'Part of a sustained drive to promote ethical AI product and service development across the company and advance ethical and responsible AI'",Private,Global,Employees,Published,Oct 2018,Finland,,1,1,0,1
+Charlevoix Common Vision for the Future of Artificial Intelligence,https://www.international.gc.ca/world-monde/international_relations-relations_internationales/g7/documents/2018-06-09-artificial-intelligence-artificielle.aspx?lang=eng,Leaders of the G7,"G7 leaders' vision for a predictable and stable policy environment that promotes innovation, as recognized by the 2018 G7 Montreal Ministerial Statement on Artificial Intelligence, and the multi-stakeholder, human-centric vision outlined in the 2017 G7 ICT and Industry Ministers’ Torino Declaration. - The initiative's mission is: 'To commit to 12 principles for the future of AI.'",International organisation,G7,self (gov),Published,Jun 2018,International,,1,1,0,2
+The National Artificial Intelligence Research and Development Strategic Plan,https://www.nitrd.gov/pubs/national_ai_rd_strategic_plan.pdf,National Science and Technology Council; Networking and Information Technology Research and Development Subcommittee,"Report laying out US national AI strategy - The initiative's mission is: 'High-level framework to identify scientific and technological needs in AI and track the progress and maximizing the impact of R&D investements to fill those needs; to establish priorities for federally-funded R&D in AI, looking beyong near-term AI capabiltites towards long-term transformational impacts of AI on society and the world.'",Public,US,Employees,Published,Oct 2016,United States,,1,0,0,3
+Humane-AI-Net - H2020-ICT-48 European network of AI excellence centres,https://www.humane-ai.eu/,European Commission with a network of 53 academic and industrial partners across Europe,"The HumanE AI Network leverages the synergies between the involved centers of excellence to develop the scientific foundations and technological breakthroughs needed to shape the AI revolution in a direction that is beneficial to humans both individually and societally, and that adheres to European ethical values and social, cultural, legal, and political norms. The core challenge is the development of robust, human-centred, trustworthy AI systems capable of what could be described as “understanding” humans, adapting to complex real-world environments, and appropriately interacting in complex social settings. The aim is to facilitate AI systems that enhance human capabilities and empower individuals and society as a whole while respecting human autonomy and self-determination. The HumanE AI Net project will engender the mobilization of a research landscape far beyond direct project funding, involve and engage European industry, reach out to relevant social stakeholders, and create a unique innovation ecosystem that provides a manyfold return on investment for the European economy and society.","Network of research centres of excellence in AI, academia and industries",European Union,"Research, industry, policy makers, citizens","Network design and research roadmap completed, operational phase started",2018,Germany,Initiative addressed to operationalize the full spectrum of OECD and European AI principles,1,0,1,4
+Guiding Principles on Trusted AI Ethics,https://www.teliacompany.com/globalassets/telia-company/documents/about-telia-company/public-policy/2018/guiding-principles-on-trusted-ai-ethics.pdf,Telia Company,"Guiding Principles to for operations and employees - The initiative's mission is: 'The proactive design, implementation, testing, use and followup of AI.'",Private,Global,Employees,Published,2019,Sweden,,1,1,0,5
+AI Explained - Non-technical  Guide for Policymakers,https://www.aiforpeace.org/library,AI for Peace,"A manual to explain AI basics to policymakers and interested individuals without technical background. - The initiative's mission is: 'Demystify what AI is, and demonstrate how it is already altering our lives and societies we live in.'",Civil society,Global,"Policymakers, Citizens",Published,February 2020,International,,0,1,1,6
+Dutch Artificial Intelligence Manifesto,http://ii.tudelft.nl/bnvki/wp-content/uploads/2018/09/Dutch-AI-Manifesto.pdf,"Special Interest Group on Artificial Intelligence (SIGAI), ICT Platform Netherlands (IPN)",Manifesto by the Dutch Special Interest Group on Artificial Intelligence - The initiative's mission is: 'In this manifesto the Special Interest Group on Artificial Intelligence (SIGAI) proposes a research agenda and identifies priorities that require investments to ensure AI research in the Netherlands is able to establish and maintain its leading role in the world. ',Academia,Netherlands,"multiple (Dutch government, researchers)",Published,September 2018,Netherlands,,1,1,0,7
+Declaración de Principios Éticos Para La IA de Latinoamérica,http://ia-latam.com/etica-ia-latam/,IA Latam,"A Declaration of Ethical Principles for AI in Latin America, created in line with IA Latam's committment to Responsible Innovation and Evolution - The initiative's mission is: 'To promote the creation of self-adhesion ethical criteria and frameworks that help IA Latam and guide everyone to continue for the best possible path always having as a goal the improvement of people's well-being and a better planet for new generation.'",Non-profit,Latin America,Public,Published,2019,Latin America,,1,1,0,8
+Oversight Board,https://www.oversightboard.com/news/announcing-the-first-members-of-the-oversight-board/,Oversight Board (for Facebook & Instagram's content moderation),"A group of 20 independent experts in charge of reviewing content brought to it by Facebook users or Facebook itself, to decide on whether the content is in accordance with Facebook's content policies and values.  - The initiative's mission is: 'Protect free expression by making principled, independent decisions about important pieces of content and by issuing policy advisory opinions on Facebook's content policies.'",Mixed,Global,Industry,Set-up in progress,January 2019,United States,,0,1,0,9
 Te Mana Raraunga (Māori Data Sovereignty Network),https://www.temanararaunga.maori.nz/kaupapa,Te Mana Raraunga (Māori Data Sovereignty Network,"Promotes the Māori data sovereignty through establishment of a charter on data governance and operations, expert database, advocacy, workshops, research, and other projects. - The initiative's mission is: 'The purpose of Te Mana Raraunga is to enable Māori Data Sovereignty and
+to advance Māori aspirations for collective and individual wellbeing.'",Civil society,New Zealand,All,Publically launched,July 2015,New Zealand,,0,1,1,10
+"Science, Law and Society (SLS) Initiative - Principles for the Governance of AI",https://thefuturesociety.org/2017/07/15/principles-law-and-society-initiative/,The Future Society,"Principles for the Governance of AI - The initiative's mission is: 'To reap AI’s promise, while mitigating its risks.'",Non-profit,Global,"Policymakers, academics, technologists",Published,July 2017,United States,,1,0,0,11
+Opening the Black Box - Driving Business,https://www.canasean.com/wp-content/uploads/2019/08/XAI-White-Paper.pdf,Element AI,Explaining the business case for Explainable AI products and services such as those sold by.,Private,Global,Industry,Publically launched,August 2019,Canada,,0,0,1,12
+Countries & initiatives overview,https://oecd.ai/countries-and-initiatives,OECD Artificial Intelligence Policy Observatory,"Interactive database of AI policies and initiatives from countries, territories and other stakeholders - The initiative's mission is: 'To facilitate international co-operation, benchmarking and help develop best practices.'",International organisation,Global,All,Publically launched,2020,International,,0,1,0,13
+Stanford Human-Centered AI Initiative (HAI) - three principles,"https://hai.stanford.edu/blog/opening-gate#legacy_content:~:text=three%20principles%3A%20that%20we%20must%20study,subtle%20and%20nuanced%20as%20human%20intelligence.",Stanford HAI,"An interdisciplinary, global hub for AI learners, researchers, developers, builders and users from academia, government and industry, as well as leaders and policymakers who want to understand and influence AI’s impact and potential. - The initiative's mission is: 'To advance AI research, education, policy and practice to improve the human condition.'",Academia,US,"self (academics, citizens)",Published,March 2019,United States,,1,0,1,14
 Responsible bots: 10 guidelines for developers of conversational AI,https://www.microsoft.com/en-us/research/uploads/prod/2018/11/Bot_Guidelines_Nov_2018.pdf,Microsoft,Set of guidelines - The initiative's mission is: 'To help developers design bots that build trust in the company and service that the bot represents',Private,Global,developers,"Published v1 (""we fully expect that they will be revised over time
+in response to your feedback and our own experiences."")",Nov 2018,United States,,1,0,0,15
+"The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation",https://arxiv.org/ftp/arxiv/papers/1802/1802.07228.pdf,Future of Humanity Institute; University of Oxford; Centre for the Study of Existential Risk; University of Cambridge; Center for a New American Security; Electronic Frontier Foundation; OpenAI,"This report surveys the landscape of potential security threats from malicious uses of artificial intelligence technologies, and proposes ways to better forecast, prevent, and mitigate these threats. It includes four high level recommendations and high priority research areas. - The initiative's mission is: 'To forecast, prevent and mitigate the malicious use of AI'",Mixed academia/non-profit,Global,unspecified,Published,Feb 2018,United Kingdom,,1,1,0,16
+AI for Good Global Summit,https://aiforgood.itu.int/,International Telecommunications Union,Yearly summit in partnership with 35 UN agencies to foster discussion and coordination on fulfilling the Sustainable Development Goals using AI. - The initiative's mission is: 'Identify practical applications of AI and scale those solutions for global impact',Mixed,Global,All,Publically launched,2017,Switzerland,,0,0,1,17
+Artificial Intelligence Industry Code of Conduct (Consultation Version),https://www.secrss.com/articles/11099,Artificial Intelligence Industry Alliance,"Code of conduct for AI developers - The initiative's mission is: 'To promote the ethical self-discipline of China's artificial intelligence industry, build consensus, and promote the healthy development of artificial intelligence'",Professional association,China,All,Consultation published,2019,China,,1,0,0,18
+Partnership on AI Issue Area on Safety-Critical AI (SCAI),https://www.partnershiponai.org/tenets/,Partnership on AI,"Partnership on AI conducts research, organizes discussions, shares insights, provides thought leadership, consults with relevant third parties, responds to questions from the public and media, and creates educational material that advances the understanding of AI technologies including machine perception, learning, and automated reasoning. Their members have agreed to eight tenets. - The initiative's mission is: 'To help ensure AI benefits people and society.'",Private sector alliance,Global,self,Adopted,Sep 2016,International,,1,1,0,19
+Everyday Ethics for Artificial Intelligence. A practical guide for designers & developers,https://www.ibm.com/watson/assets/duo/pdf/everydayethics.pdf,IBM,"Report intended to ""begin a conversation"" about defining the ethics embedded in the desgn and development of AI systems. - The initiative's mission is: 'This guide provides discussion points concerning: Specific virtues that AI systems should possess; Guidance for designers and developers building and training AI.'",Private,Global,Employees and Civil Society,Published,2019,United States,,1,0,0,20
+"Work in the age of artificial intelligence. Four perspectives on the economy, employment, skills and ethics",https://julkaisut.valtioneuvosto.fi/handle/10024/160980,"Ministry of Economic Affairs and Employment, Finland","Collection of four main articles that discuss (1) the effects of artificial intelligence on general economic and employment trends; (2) the transformation of work and the labour market; (3) reforms on education and skills maintenance; and (4) ethics. - The initiative's mission is: 'Work out what happens to work/the economy in Finland given developments in AI, to turn artificial intelligence into a success factor for Finnish companies. Finland’s goal is to be a global leader in applying artificial intelligence'",Public,Finland,Government,Published,Sep 2018,Finland,,1,1,0,21
+You and AI,https://royalsociety.org/topics-policy/projects/machine-learning/you-and-ai/,The Royal Society; DeepMind,"A series of events, publications and multimedia content explaining machine learning, collecting views on machine learning and analyzing these views, run throughout 2018 by the Royal Society supported by DeepMind. - The initiative's mission is: 'Build greater understand of what machine learning and AI are, how the technology works, and the ways it may affect our lies.'",Mixed,United Kingdom,Citizens,Closed,2018,United Kingdom,,0,1,0,22
+The Toronto Declaration: Protecting the right to equality and non- discrimination in machine learning systems,https://www.torontodeclaration.org/,Access Now; Amnesty International,"The Toronto Declaration is a landmark statement on protecting human rights in the age of artificial intelligence. Led by Amnesty International and Access Now, the Declaration has been widely endorsed by the global human rights community. The Toronto Declaration proposes that human rights law and standards are put front and center in existing and emerging conversations and methods analyzing the impact of machine learning and related technologies. - The initiative's mission is: 'To serve as a useful resource for researchers, policy-makers and tech professionals looking for guidance on applying human rights principles and standards to new technologies.'",Mixed international organisation/non-profit,Canada,"multiple (states, private sector ac- tors)",Published,May 2018,International,,1,0,1,23
+Policy Recommendations on Augmented Intelligence in Health Care H-480.940,https://policysearch.ama-assn.org/policyfinder/detail/augmented%20intelligence?uri=%2FAMADoc%2FHOD.xml-H-480.940.xml,American Medical Association (AMA),"A policy to provide a broad framework for the evolution of AI in health care - The initiative's mission is: 'To ensure that the evolution of augmented intelligence (AI) in medicine benefits patients, physicians, and the health care community.'",Professional association,US,Medical professionals,Implemented,2018,United States,"AMA will seek to: 1. Leverage its ongoing engagement in digital health and other priority areas for improving patient outcomes and physicians’ professional satisfaction to help set priorities for health care AI. 2. Identify opportunities to integrate the perspective of practicing physicians into the development, design, validation, and implementation of health care AI. 3. Promote development of thoughtfully designed, high-quality, clinically validated health care AI that: a. is designed and evaluated in keeping with best practices in user-centered design, particularly for physicians and other members of the health care team; b. is transparent; c. conforms to leading standards for reproducibility; d. identifies and takes steps to address bias and avoids introducing or exacerbating health care disparities including when testing or deploying new AI tools on vulnerable populations; and e. safeguards patients’ and other individuals’ privacy interests and preserves the security and integrity of personal information. 4. Encourage education for patients, physicians, medical students, other health care professionals, and health administrators to promote greater understanding of the promise and limitations of health care AI. 5. Explore the legal implications of health care AI, such as issues of liability or intellectual property, and advocate for appropriate professional and governmental oversight for safe, effective, and equitable use of and access to health care AI.",0,1,0,24
+G20 Ministerial Statement on Trade and Digital Economy,https://www.mofa.go.jp/files/000486596.pdf,G20 Trade Ministers and Digital Economy Ministers,"Statement, principles and recommendations for the responsible stewardship of Trustworthy AI, resulting from 2 days meeting of G20 digital economy ministers - The initiative's mission is: 'To design and implement digital policies to maximize benefits and minimize the challenges from the development of the digital economy, and to overcome challenges with special attention to developing countries and underrepresented populations'",International organisation,Global,Policymakers,Published,2019,International,,1,1,0,25
+AI Repository,https://www.itu.int/en/ITU-T/AI/Pages/ai-repository.aspx,International Telecommunication Union (ITU),"Catalogue/inventory of AI initiatives which accelerate progress towards the “17 UN Sustainable Development Goals (SDGs)” - The initiative's mission is: 'To identify AI related projects, research initiatives, think-tanks and organizations that can accelerate progress towards the “17 UN Sustainable Development Goals (SDGs)”'",International organisation,Global,All,Publically launched,2020,Europe,,0,0,1,26
+AI Now 2017 Report,https://ainowinstitute.org/AI_Now_2017_Report.pdf,AI Now Institute,"Report which identifies new developments, emerging challenges and makes recommendations in four areas: labor and automation, bias and inclusion, rights and liberties, and ethics and governance - The initiative's mission is: 'To ensure that the benefits of AI will be shared broadly, and that risks can be identified and mitigated.'",Academia,Global,"multiple (core public agencies, companies, industry, universities, conferences, other stakeholders)",Published,Oct 2017,United States,,1,0,0,27
 "SoBigData (2015-2024, H2020-Excellent Science Research Infrastructures) Integrated Infrastructure for Social Mining & Big Data Analytics",http://www.sobigdata.eu/,"European Commission, Italian National research Council and 32 academic and industrial partners from 12 EU countries","SoBigData (2015-2024, H2020-Excellent Science Research Infrastructures) Integrated Infrastructure for Social Mining & Big Data Analytics. A research infrastructure for open data science for social good, at the second stage of “Advanced community”, aggregating 32 partners of 12 EU Countries.
 SoBigData++ is a resource for sharing datasets, methods, research skills and computational resources for supporting the comprehension of social phenomena through the lens of BigData and Artificial Intelligence. Its uniqueness lies in its ability to make the effort of data science and artificial intelligence scientific communities accessible to multiple stakeholders on a unique ecosystem.  SoBigData++ is a distributed and multi-disciplinary RI aimed at using social mining, big data and artificial intelligence to understand our globally-interconnected society. The RI’s service platform empowers researchers for the design and execution of large-scale social mining experiments. Pushing the FAIR (findable, accessible, Interoperable, responsible)  and FACT (Fair, Accountable, Confidential and Transparent) principles, the RI  renders social mining experiments more efficiently designed, and repeatable by leveraging concrete tools that operationalize ethics, incorporating values and norms for privacy, fairness, transparency and pluralism. SoBigData++ RI is based on three pillars: 1) a data ecosystem for procurement, access, and data curation. 2) a platform of interoperable social data mining tools, and methodologies. Over 200 resources are available: curated data sets, analytical tools and services from six thematic clusters: text and social media mining; social network analysis; human mobility analytics; web analytics; visual analytics and social data. 3) a community comprising scientific, industrial and third-party stakeholders, such as policymakers, it counts  6,000 users registered to the e-infrastructure.
 SoBigData++ integrates 31 key European data science and AI centres. SoBigData++ combines research areas related to big data analytics, computational social science, digital humanities, city planners, and human-centred artificial intelligence. The project includes competences on ethics, economic analysis, media ecology, contrast to misinformation, environmental sustainability and energy saving.
+SoBigData++ works in synergy with different H2020 projects and network of excellence: HumaneAI-net, TAILOR, AI4EU, WeVerify, Pericles, NoBias, Clarin, and five SoBigData scientists are PIs of ERC grants in artificial intelligence. ","Research infrastructure provided by (mostly public) research centres, universities, but also industries and start-ups","Europe, Global","Multiple stakeholders: interdisciplinary researchers, innovators, industry, policy makers, citizens","Advanced integrated research infrastructure, operational since 2015",2015,Italy,"SoBigData++ is aimed at operationalizing the ethical principles set by Europe and OECD within the research infrastructure, using ethics-by-design approaches in the big data/AI projects developed in the ""exploratories"", research & innovation labs oriented at multiple SGD's related societal impact (sustainable cities for citizens, well-being, sustainable growth, migration studies, ecology of media and social media).",0,0,1,28
+AI factsheets 360,https://aifs360.mybluemix.net/,IBM,Template for capturing relevant information about the creation and deployment of an AI model or service - The initiative's mission is: 'To foster trust in AI by increasing transparency and enabling governance.',Private,Global,Developers,Published,2019,United States,,0,1,0,29
+Automated and Connected Driving: Report,https://www.bmvi.de/SharedDocs/EN/publications/report-ethics-commission-automated-and-connected-driving.pdf?__blob=publicationFile,"Federal Ministry of Transport and Digital Infrastructure, Ethics Commission, Germany","20 Ethical rules for automated and connected vehicular traffic - The initiative's mission is: 'What technological development guidelines are required to ensure that we do not blur the contours of a human society that places individuals, their freedom of development, their physical and intellectual integrity and their entitlement to social respect at the heart of its legal regime?'",Public,Germany,Government,Published,June 2017,Germany,,1,0,0,30
+Mozilla Voice STT (formerly Deep Speech),https://voice.mozilla.org/stt.html,Mozilla Foundation,"An open-source software project to build Speech To Text engine, with a community of developers, companies and researchers contributing to its growth. - The initiative's mission is: 'Make speech recognition technology openly available to developers.'",Non-profit,Global,Developers,Pilot,2018,United States,,0,0,1,31
+Recommendation on the Ethics of Artificial Intelligence & AI Decision Makers' Toolkit,https://en.unesco.org/artificial-intelligence/ethics,UNESCO's AHEG (Ad Hoc Expert Group),"Outline of ethical benefits, risks and recommendations around AI - The initiative's mission is: 'To guide the development and application of AI in a human-centred approach and to be trustworthy.'",International organisation,Global,All,Published,May 2020,International,,1,1,0,32
+Ethics Guidelines for Trustworthy AI,https://ec.europa.eu/digital-single-market/en/news/ethics-guidelines-trustworthy-ai,High-Level Expert Group on Artificial Intelligence,Proposes seven requirements that AI systems should meet in order to be deemed trustworthy - The initiative's mission is: 'To promote Trustworthy AI',International organisation,Europe,All,"Published, sought fedback",Apr 2019,Europe,,1,1,0,33
+Closing the Human Rights Gap in AI Governance,https://s3.amazonaws.com/element-ai-website-bucket/whitepaper-closing-the-human-rights-gap-in-ai-governance.pdf,Element AI,"A 20-page report explaining what investors, companies and government can do to implement due diligence, data governance an human rights by design practices into their activity.",Private,Canada,"Industry, Policymakers",Published,November 2019,Canada,,0,1,0,34
+Universal Guidelines for Artificial Intelligence,https://thepublicvoice.org/ai-universal-guidelines/,The Public Voice,"Twelve Universal Guidelines to inform and improve the design and use of AI. The Guidelines are intended to maximize the benefits of AI, to minimize the risk, and to ensure the protection of human rights. These Guidelines should be incorporated into ethical standards, adopted in national law and international agreements, and built into the design of systems. - The initiative's mission is: 'To inform and improve the design and use of A'",Mixed,Global,"multiple (institu- tions, govern- ments)",Published,Oct 2018,International,,1,1,0,35
+Seeking Ground Rules for AI,https://www.nytimes.com/2019/03/01/business/ethical-ai-recommendations.html,New York Times’ New Work Summit,10 recommendations to encourage the ethical use of AI - The initiative's mission is: 'To make AI trustworthy',Private,Global,All,Published,2019,United States,,1,1,0,36
+Principles for the Cognitive Era,https://www.ibm.com/blogs/think/2017/01/ibm-cognitive-principles/,IBM,"Describes three principles for AI development/deployment - The initiative's mission is: 'Guiding what IBM develops and brings to the world, and how they do so, to achieve the economic and societal potential of a cognitive future.'",Private,Global,Employees,Published,2017,United States,,1,0,0,37
 Everyday Ethics for AI,https://www.ibm.com/design/ai/ethics/everyday-ethics/,IBM,"Everyday ethics for AI provides discussion points concerning:
     specific virtues that AI systems should possess;
+    guidance for designers and developers training and building AI.",Private,United States,Developers & deployers,Published,2014,United States,,1,1,0,38
+Discussion Paper: National Strategy for Artificial Intelligence,https://niti.gov.in/national-strategy-artificial-intelligence,National Institution for Transforming India (Niti Aayog),"National strategy for government of India. It is termed #AIForAll as it is focused on leveraging AI for inclusive growth in line with the Government policy of Sabka Saath Sabka Vikas. Role of the Government has been clearly delineated to develop the research ecosystem, promote adoption and address skilling challenges. The strategy also flags important issues like ethics, bias and privacy issues relating to AI and envisions Government promoting research in technology to address these concerns. The focus is on sectors like agriculture, health and education where public investment and lead would be necessary. - The initiative's mission is: 'Explore how India can leverage the transformative technologies to ensure social and inclusive growth in line with the development philosophy of the government.'",Public,India,Government,Published,June 2018,India,,1,0,0,39
+FRR Quality Mark,https://responsiblerobotics.org/quality-mark/,Fondation for Responsible Robotics,"Label on robotics products indicating a positive assessment from an independent external expert group on responsible robotics. This group takes into account security, safety, privacy, fairness, sustainability, accountability and transparency. - The initiative's mission is: 'empower innovators and producers to create their products in an ethical and responsible way'",Civil society,Global,Industry,Pilot,December 2015,Netherlands,,0,1,0,40
+Towards the deployment of smart virtual systems for emotional support to women suffering breast cancer,"Not yet. For more info, contact matias@cs.cinvestav.mx",Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional. CINVESTAV - IPN. Dr. Matías Alvarado,"Breast cancer is a hard traumatic event in women’s life. Each woman's personality influences the coping strategies used to deal with it. This project analyzes the emotional regulation by regarding the influence of personality in strategic choices. Emotions include  fear, anguish, sadness, depression, braveness, acceptance, among others. The psychology ""Big Five Model"" backs the analysis on personalities, namely conscious, open, agreeable, extrovert and neurotic. The strategies are: situation selection, modify situation, attention deployment, cognitive change and response modulation. The project establishes a quantitative correlation between personality/strategies/emotion-regulation. The analytical result may evolve in smart virtual systems for emotional support to women suffering breast cancer. The increasing world health problem of breast cancer makes the deployment of these kind of system more useful and relevant.",Academia,Local - Mexico,Health and medical stakeholders; to support women living with breast cancer.,Implementation,2020,Mexico,SDG 2 Health and well being,0,0,1,41
 "Building safe artificial intelligence: specification, robustness, and assurance",https://medium.com/@deepmindsafetyresearch/building-safe-artificial-intelligence-52f5f75058f1,DeepMind,"Blog post discussing three areas of technical AI safety - specification, robustness and assurance - with the goal of contributing to the development of the field, and encouraging substantive engagement with the technical ideas it discusses.
+",Private,Gllobal,Researchers,Published,"September, 2018",United Kingdom,,0,1,0,42
+Detailed Explanation on Key Points Concerning AI Utilization Principles,https://www.soumu.go.jp/main_content/000658286.pdf,"The Conference toward AI Network Society, MIC",Manual for how to translate the AI Utilization Principles in practice,Public,Japan,Private Sector,Published,"9 August, 2019",Japan,,0,1,0,43
+Report on Artificial Intelligence and Human Society (Unofficial translation),https://www8.cao.go.jp/cstp/tyousakai/ai/summary/aisociety_en.pdf,Advisory Board on Artificial Intelligence and Human Society (initiative of the Minister of State for Science and Technology Policy),"Report exploring the influence of AI technologies on society to ensure these technologies are used safely and beneficially - The initiative's mission is: 'Discuss the influence of AI technologies on society to ensure these technologies are used safely and beneficially, to clarify what benefits are expected, what issues are to be concerned, what issues are to be resolved, and what attitudes are beneficial.'",Public,Japan,"multiple (researchers, government, businesses, public, educators)",Published,March 2017,Japan,,1,1,0,44
+Governing Artificial Intelligence. Upholding Human Rights & Dignity,https://datasociety.net/library/governing-artificial-intelligence/,Data & Society,Report which draws the connections between AI and human rights; reframes recent AI-related controversies through a human rights lens; and reviews current stakeholder efforts at the intersection of AI and human rights. - The initiative's mission is: 'Help target audience incorporate human rights into social and organizational contexts related to the development and governance of AI.',Non-profit,Global,"Technology companies, governments, intergovernmental organizations, civil society groups, academia",Published,Oct 2018,United States,,1,0,1,45
+ISO/IEC JTC 1/SC 42,https://www.iso.org/committee/6794475.html,International Standards Organisation,A group of 8 project working groups to standardize technologies in the area of Artificial Intelligence. - The initiative's mission is: 'Trustworthy AI',Mixed,Global,Industry,Published,2017,United States,,0,1,0,46
+Ethics Policy for Peaceful R&D,https://www.iiim.is/ethics-policy/,Icelandic Institute for Intelligent Machines (IIIM),"Takes aim at two major threats to societal prosperity and peace. On the one hand, increases in military spending continue throughout the world, including automated weapons development. Justified by “growing terrorist threats”, these actions are themselves resulting in increased use of undue and unjustified force, military and otherwise — the very thing they are aiming to suppress. On the other, the increased possibility — and in many cases clearly documented efforts — of governments wielding advanced technologies to spy on their law-abiding citizens, in numerous ways, and sidestep long-accepted public policy intended to protect private lives from public exposure has gradually become too acceptable. In the coming years and decades artificial intelligence (AI) technologies — and powerful automation in general — has the potential to make these matters significantly worse. - The initiative's mission is: 'Establishing an Ethical Policy for all current and future activities of IIIM'",Non-profit,Iceland,Employees,Published,N.d.,Iceland,,1,0,0,47
+ITI AI Policy Principles,https://www.itic.org/news-events/news-releases/iti-unveils-first-industry-wide-artificial-intelligence-policy-principles,Information Technology Industry Council (ITI),"Set of principles developed by ITI member companies. ITI is a trusted leader in  innovation policy that drives sustainable, ethical, and equitable growth and opportunity for all. - The initiative's mission is: 'To ensure that member companies allow AI to flourish while guarding against unwanted impacts, our industry is committing to a set of principles to formalize our promise to responsible design of AI. '",Private,Global,self (members),Published,Oct 2017,United States,,1,0,0,48
+Mid- to Long-Term Master Plan in Preparation for the Intelligent Information Society,https://english.msit.go.kr/cms/english/pl/policies2/__icsFiles/afieldfile/2017/07/20/Master%20Plan%20for%20the%20intelligent%20information%20society.pdf,Government of the Republic of Korea,"The report considers the role of AI alongside other converging technologies such as the Internet of Things, cloud computing, big data analysis, and mobile technologies. The report discusses a range of implications of AI related to the workforce and economy as well as lifestyles and living environments. It outlines core factors of success including growing the economy, providing opportunity to all, and improving everyone’s safety and happiness. It also lays out a “National Vision” which is “Realizing a Human-Centered Intelligent Information Society.” - The initiative's mission is: 'To foster an intelligent information society on the basis of public-private partnership, with businesses and citizens playing leading roles and the government and research community providing support.'",Public,South Korea,Government,Published,July 2017,South Korea,,1,0,0,49

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1	+ {"name": "medical_subdomain_of_clinical_notes", "description": "", "data_columns": ["Note", "ID"], "label_columns": {"Label": ["cardiology", "gastroenterology", "nephrology", "neurology", "psychiatry", "pulmonary disease"]}}

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1	+ {"name": "neurips_impact_statement_risks", "description": "", "data_columns": ["Paper title", "Paper link", "Impact statement", "ID"], "label_columns": {"Label": ["doesn't mention a harmful application", "mentions a harmful application"]}}

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1	+ {"name": "one_stop_english", "description": "", "data_columns": ["Text", "ID"], "label_columns": {"Label": ["advanced", "elementary", "intermediate"]}}

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+Sentence,Label,ID
+"in light of both our holding today and previous rulings in johnson, dueser, and gronroos, we now explicitly overrule dupree.",overruling,0
+"see  mciver, 134 n.c.app. at 588, 518 s.e.2d at 526.",not overruling,1
+"to the extent that paprskar v. state, supra, applied the general test of waiver of constitutional rights set forth in johnson v. zerbst, supra, it is no longer viable.",overruling,2
+"we reverse and remand, and in doing so, we overrule commonwealth v. constant",overruling,3
+"to the extent that other cases have cited carr for the proposition that a conviction under section 245(a)(2) does not involve moral turpitude, those cases, too, are overruled in that limited way.",overruling,4
+"accordingly, it is overruled.",overruling,5
+grigsby has since unsuccessfully filed multiple 28 u.s.c.  2255 motions to vacate his sentence.,not overruling,6
+"id., at 386387.",not overruling,7
+the following facts are taken from the administrative record.,not overruling,8
+"schweiker v. hansen, 450 u. s. 785, 791 (1981) (marshall, j., dissenting).",not overruling,9
+we recognize that this reading of fager disapproves prior cases.,overruling,10
+this is not allowable.,not overruling,11
+" narrowstep, 2010 wl 5422405, at *12.",not overruling,12
+"transfer of property from a parent to a child is presumed to be a gift, and the presumption may only be overcome by clear and convincing evidence to the contrary."""").",not overruling,13
+"accordingly, to the extent of any conflict nemecek v. state, 621 s.w.2d 404 (tex.cr.app. 1980) is overruled.",overruling,14
+tenn. sup. ct. r. 14.,not overruling,15
+"see id.  275(a)(4) (""""no deduction shall be allowed for the following taxes: . . . excess profits taxes imposed by the authority of any foreign country . . . if the taxpayer chooses to take to any extent the benefits of [] 901.""""); 26 c.f.r.  1.901-1(h)(2) (""""taxpayers who are denied the credit for taxes for particular taxable years are the following: . . . [a] taxpayer who elects to  deduct taxes paid or accrued to any foreign country . . . [pursuant to sections] 164 and 275."""").",not overruling,16
+"incompetence may occur at various points after conviction, and it may recede and later reoccur.",not overruling,17
+we therefore overrule mata and hartman to the extent of the conflict and reverse the trial court's judgment and remand the cause for a new trial.,overruling,18
+"490 f.3d 575, 580-81 (7th cir. 2007).",not overruling,19
+"app. 1981), or voninski v. voninski, 661 s.w.2d 872, 878-79 (tenn.",overruling,20
+"more importantly, a sufficient factual basis exists here because mccoy stipulated he """"was a member of a conspiracy with others, in gaston county . . . to distribute and to possess with intent to distribute cocaine base, commonly known as 'crack cocaine.'""""",not overruling,21
+the decision of the fourth district court of appeal holding section 550.081 unconstitutional is disapproved.,overruling,22
+the court noted at the outset that the guarantees of that constitutional provisionfreedom from discrimination in housing and employmenthad been legislatively implemented through the illinois human rights act.,not overruling,23
+"we are fully in accord with the relaxation of the federal requirements as expressed in illinois v. gates, supra, and to the extent that berkshire v. commonwealth, supra; thompson v. commonwealth, supra; and buchenburger v. commonwealth, supra, express a contrary view, they are overruled.",overruling,24
+"see scott, supra at 352; commonwealth v. ruffin, 475 mass. 1003, 1004 (2016).",not overruling,25
+"for the reasons stated below, we approve the fifth district court of appeal's decision in winter park, and disapprove the decision in belleair to the extent described herein.",overruling,26
+"however, to the extent that cervantes, and ex parte mcatee, 599 s.w.2d 335 (tex.crim.app. 1980), indicate that a failure to admonish pursuant to art. 26.13(a)(4) automatically entitles one to post-conviction collateral relief without a showing of harm, they are overruled.",overruling,27
+"having reviewed the question en banc, we now answer that question in the affirmative and overrule laffey.",overruling,28
+"in people v. correa (2012) 54 cal.4th 331, 142 cal.rptr.3d 546, 278 p.3d 809, also decided today, we are disapproving language in one of our cases to bring our section 654 jurisprudence closer to the statutory language.",overruling,29
+"in reaching that conclusion, we recede from the previous holding of this court in hall v. state, 505 so.2d 657, 658 (fla. 2d dca), cause dismissed, 509 so.2d 1117 (fla. 1987), in which we stated that an essential element of proof in regard to the crime of robbery is ""that the accused had the specific intent to permanently deprive the owner of property.",overruling,30
+"while not limited to these cases, to the extent the following cases are in conflict, they are overruled.",overruling,31
+the court also offered no explanation for imposing the particular sentence it chose.,not overruling,32
+"even if his earlier filings had passed muster, trying a case is more difficult than drafting minimally coherent documents.",not overruling,33
+"to the extent that the holding in wilson v. bureau of state police, supra, conflicts with this opinion, it is overruled.",overruling,34
+"furthermore, the trial court indicated in its order that it had """"consider[ed] . . . [appellant's] special appearance, the pleadings, the affidavits, and arguments of counsel.""""",not overruling,35
+"see  boles, 554 so.2d at 961 ([i]f the county and other persons are not bound, then the status of the road as public or private is subject to being litigated again, and the results of later litigation may be inconsistent with the results of the initial litigation.).",not overruling,36
+"see tex. r. app. p. 48.4; see also in re schulman, 252 s.w.3d at 412 n.35; ex parte owens, 206 s.w.3d 670, 673 (tex. crim. app. 2006).",not overruling,37
+"we flatly rejected this logic a century ago in state ex rel. state capitol commission v. lister, 91 wash. 9, 156 p. 858 (1916), and we reject it again now.",overruling,38
+"the tribe sold the land for a fixed sum of $50,000.",not overruling,39
+"to the extent that these cases directly and indirectly misconstrued the rationale of hedges, they are hereby overruled.",overruling,40
+"the supreme court has chosen not """"to prescribe a precise algorithm for determining the proper restitution amount.""""",not overruling,41
+"see bassett, 528 f.3d at 430.",not overruling,42
+"in this case, the trial court did not clearly err by finding clear and convincing evidence to support termination under mcl 712a.19b(3)(g) and (j).",not overruling,43
+"to the extent that this opinion causes conflict with earlier decisions such as holmes, those cases are overruled.",overruling,44
+"569 u.s., at   , 133 s.ct., at 1576(dissenting opinion).",not overruling,45
+"we therefore overrule mcgore; and we hold, like every other circuit to have reached the issue, that under rule 15(a) a district court can allow a plaintiff to amend his complaint even when the complaint is subject to dismissal under the plra.",overruling,46
+we disapprove this dicta.,overruling,47
+"we disapprove abdelaziz as well as henderson v. north, 545 so.2d 486 (fla. 1st dca 1989), which adopted the principle of abdelaziz, to the extent that they disapproved a cause of action for negligent stillbirth.",overruling,48
+"we therefore conclude that the improper-purpose doctrine has not worked well in practice, and that more good than harm will come by departing from precedent.",overruling,49

data/semiconductor_org_types/task.json CHANGED Viewed

	@@ -1 +1 @@
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data/semiconductor_org_types/test_unlabeled.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

data/semiconductor_org_types/train.csv CHANGED Viewed

@@ -1,51 +1,51 @@
-Paper title,Organization name,Label
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-Sub-Micron CMOS / MOS-Bipolar Hybrid TFTs for System Displays,"Advanced LCD Technology Development Center Company Limited, Yokohama, Kanagawa, Japan",company
-24.4 A 680nA fully integrated implantable ECG-acquisition IC with analog feature extraction,"imec,Heverlee,Belgium",research institute
-A write-back cache memory using bit-line steal technique,"Corp. Semicond. Dev. Div.,Matsushita Electr. Ind. Co. Ltd.,Kyoto,Japan",company
-High performance 0.25 /spl mu/m gate-length doped-channel AlGaN/GaN heterostructure field effect transistors grown on p-type SiC substrates,"APA Optics, Inc., Blaine, MN, USA",company
-3-terminal nanoelectromechanical switching device in insulating liquid media for low voltage operation and reliability improvement,"National NanoFab Center, Daejeon, South Korea",research institute
-Full metal gate with borderless contact for 14 nm and beyond,"Toshiba at Albany NanoTech,NY,USA",company
-A novel self-aligned shallow trench isolation cell for 90 nm 4 Gbit NAND flash EEPROMs,"SoC R&D Center,Semiconductor Company,Toshiba Corp.,Isogo-ku,Yokohama,Japan",company
-A 0.13/spl mu/m CMOS EDGE/UMTS/WLAN Tri-Mode /spl Delta//spl Sigma/ ADC with -92dB THD,"ETH,Zurich,Switzerland; Advanced Circuit Pursuit,Zollikon,Switzerland",university
-On the gate oxide scaling of high performance CMOS transistors,"Semiconductor R&D Center, Samsung Electronics Co., Ltd, Yongin-City, Gyeonggi-Do, Korea (ROK)",company
-A 0.13/spl mu/m CMOS EDGE/UMTS/WLAN Tri-Mode /spl Delta//spl Sigma/ ADC with -92dB THD,"Advanced Circuit Pursuit,Zollikon,Switzerland; ETH,Zurich,Switzerland",company
-A 3Gb/s 8b single-ended transceiver for 4-drop DRAM interface with digital calibration of equalization skew and offset coefficients,"Pohang Univ. of Sci. & Technol.,South Korea",university
-25.5 A Self-Calibrated 1.2-to-3.8GHz 0.0052mm2 Synthesized Fractional-N MDLL Using a 2b Time-Period Comparator in 22nm FinFET CMOS,"Intel,Hillsboro,OR",company
-Accurate performance evaluation for the horizontal nanosheet standard-cell design space beyond 7nm technology,"GLOBALFOUNDRIES Inc., Albany, NY, USA",company
-"Front-end-of-line (FEOL) optimization for high-performance, high-reliable strained-Si MOSFETs; from virtual substrate to gate oxidation","Memory Division, Samsung Electronics Co, Yongin-City, Gyeonggi-Do, Korea",company
-A 14 b 100 Msample/s CMOS DAC designed for spectral performance,"Illinois Univ.,Urbana,IL,USA",university
-Design of the Power6 Microprocessor,"IBM Systems Group,Austin,TX",company
-Collective-effect state variables for post-CMOS logic applications,"Strategic Technology Group,Advanced Micro Devices,Sunnyvale,CA,USA",company
-Single-chip IF transceiver IC with wide dynamic range variable gain amplifiers for wideband CDMA applications,"Syst. LSI Dev. Center,Mitsubishi Electr. Corp.,Hyogo,Japan",company
-Formation of Si-on-Insulator Structure by Lateral Solid Phase Epitaxial Growth with Local P-Doping,"Central Research Laboratory,Hitachi Ltd. Kokubunji. Tokyo,Japan",company
-1D thickness scaling study of phase change material (Ge2Sb2Te5) using a pseudo 3-terminal device,"Samsung Electronics Company Limited, Yongin si, Gyeonggi, South Korea",company
-A 500MHz multi-banked compilable DRAM macro with direct write and programmable pipelining,"IBM Microelectron.,Burlington,VT,USA",company
-Dislocation engineering for a silicon-based light emitter at 1.5 /spl mu/,"MPI für Mikrostrukturphysik, Halle, Germany",research institute
-An enhanced 130 nm generation logic technology featuring 60 nm transistors optimized for high performance and low power at 0.7 - 1.4 V,"QRE, Hillsboro, OR, USA",company
-Physical understanding of Vth and Idsat variations in (110) CMOSFETs,"Center for Semiconductor Research & Development,Toshiba Corporation,Japan",company
-Destructive-read random access memory system buffered with destructive-read memory cache for SoC applications,"IBM Microelectron.,Hopewell Junction,NY,USA",company
-Benchmarking of monolithic 3D integrated MX2 FETs with Si FinFETs,"KUL, Leuven, Belgium",university
-A 48-mW 18-Gb/s fully integrated CMOS optical receiver with photodetector and adaptive equalizer,"Applied Science and Technology Research Institute,Hong Kong",research institute
-Role of non-radiative recombination in the degradation of InGaN-based laser diodes,"Matsushita Electric Industrial Limited, Takatsuki, Osaka, Japan",company
-Highly area efficient and cost effective double stacked S/sup 3/ (stacked single-crystal Si) peripheral CMOS SSTFT and SRAM cell technology for 512M bit density SRAM,"R & D Center, Samsung Electronics Kiheung-Eup, Yongin-City, Kyungki-do, Korea",company
-"Strained SOI technology for high-performance, low-power CMOS applications","MIRAI-ASET,Kawasaki,Japan",university
-Damascene integration of copper and ultra-low-k xerogel for high performance interconnects,"Texas Instruments Inc, Dallas, TX, US",company
-A crossing charge recycle refresh scheme with a separated driver sense-amplifier for Gb DRAMs,"ULSI Device Dev. Labs.,NEC Corp.,Kanagawa,Japan",company
-Large-signal performance of high-BV/sub CEO/ graded epi-base SiGe HBTs at wireless frequencies,"IBM Microelectronics, Burlington, VT, USA",company
-"A 65 nm CMOS technology with a high-performance and low-leakage transistor, a 0.55 /spl mu/m/sup 2/ 6T-SRAM cell and robust hybrid-ULK/Cu interconnects for mobile multimedia applications","Fujitsu Laboratories Ltd., Atsugi, Kanagawa, Japan",company
-Low-power embedded ReRAM technology for IoT applications,"Incubation Center,Renesas Electronics Corp.,Shimokuzawa,Chuou-ku,Sagamihara,Japan",company
-A DSL customer-premise equipment modem SoC with extended reach/rate for broadband bridging and routing,"Texas Instruments Bangalore and Texas Instruments,Dallas,TX",company
-"An Artificial Iris ASIC with High Voltage Liquid Crystal Driver, 10 nA Light Range Detector and 40 nA Blink Detector for LCD Flicker Removal","Imec,Leuven,Belgium",research institute
-First Demonstration of Low Temperature (≤500°C) CMOS Devices Featuring Functional RO and SRAM Bitcells toward 3D VLSI Integration,"imec from Samsung Electronics,Korea",company
-Competitive and cost effective high-k based 28nm CMOS technology for low power applications,"IBM Semiconductor Research and Development Center (SRDC), Samsung Electronics Company Limited, Hopewell Junction, NY, USA",company
-"Scalable 3D-FPGA using wafer-to-wafer TSV interconnect of 15 Tbps/W, 3.3 Tbps/mm2","Technology Research Department,Association of Super-Advanced Electronics Technologies (ASET),,Higashi-koigakubo,Kokubunji,Tokyo,,Japan",research institute
-"21.8 An all-in-one (Qi, PMA and A4WP) 2.5W fully integrated wireless battery charger IC for wearable applications","MAPS,Yongin,Korea",company
-High performance and low leakage current InGaAs-on-silicon FinFETs with 20 nm gate length,"Samsung Advanced Logic Lab,Austin,TX",company
-Interconnect Scaling Scenario Using A Chip Level Interconnect Model,"Semiconductor Research Center,Matsushita Electric Industrial Co.,Ltd.,Yagumo-nakamachi,Moriguchi,Osaka,Japan",company
-A 12 b 50 M sample/s cascaded folding and interpolating ADC,"Philips Composants et Semiconducteurs,Caen,France",company
-Development of sub 10-µm ultra-thinning technology using device wafers for 3D manufacturing of terabit memory,"Fujitsu Laboratories Ltd.,Japan",company
-A 3.1 to 5 GHz CMOS DSSS UWB transceiver for WPANs,"Sony,Tokyo,Japan",company
-30.1 8b Thin-film microprocessor using a hybrid oxide-organic complementary technology with inkjet-printed P2ROM memory,"Panasonic,Osaka,Japan",company
-Characterizing Electromigration Effects in a 16nm FinFET Process Using a Circuit Based Test Vehicle,"Cisco Systems, Hong Kong, China",company
-"A 180MS/s, 162Mb/s wideband three-channel baseband and MAC processor for 802.11 a/b/g","Engim,Acton,MA,USA",company

+Paper title,Organization name,Label,ID
+3Gb/s AC-coupled chip-to-chip communication using a low-swing pulse receiver,"North Carolina State Univ.,Raleigh,NC,USA",university,0
+Sub-Micron CMOS / MOS-Bipolar Hybrid TFTs for System Displays,"Advanced LCD Technology Development Center Company Limited, Yokohama, Kanagawa, Japan",company,1
+24.4 A 680nA fully integrated implantable ECG-acquisition IC with analog feature extraction,"imec,Heverlee,Belgium",research institute,2
+A write-back cache memory using bit-line steal technique,"Corp. Semicond. Dev. Div.,Matsushita Electr. Ind. Co. Ltd.,Kyoto,Japan",company,3
+High performance 0.25 /spl mu/m gate-length doped-channel AlGaN/GaN heterostructure field effect transistors grown on p-type SiC substrates,"APA Optics, Inc., Blaine, MN, USA",company,4
+3-terminal nanoelectromechanical switching device in insulating liquid media for low voltage operation and reliability improvement,"National NanoFab Center, Daejeon, South Korea",research institute,5
+Full metal gate with borderless contact for 14 nm and beyond,"Toshiba at Albany NanoTech,NY,USA",company,6
+A novel self-aligned shallow trench isolation cell for 90 nm 4 Gbit NAND flash EEPROMs,"SoC R&D Center,Semiconductor Company,Toshiba Corp.,Isogo-ku,Yokohama,Japan",company,7
+A 0.13/spl mu/m CMOS EDGE/UMTS/WLAN Tri-Mode /spl Delta//spl Sigma/ ADC with -92dB THD,"ETH,Zurich,Switzerland; Advanced Circuit Pursuit,Zollikon,Switzerland",university,8
+On the gate oxide scaling of high performance CMOS transistors,"Semiconductor R&D Center, Samsung Electronics Co., Ltd, Yongin-City, Gyeonggi-Do, Korea (ROK)",company,9
+A 0.13/spl mu/m CMOS EDGE/UMTS/WLAN Tri-Mode /spl Delta//spl Sigma/ ADC with -92dB THD,"Advanced Circuit Pursuit,Zollikon,Switzerland; ETH,Zurich,Switzerland",company,10
+A 3Gb/s 8b single-ended transceiver for 4-drop DRAM interface with digital calibration of equalization skew and offset coefficients,"Pohang Univ. of Sci. & Technol.,South Korea",university,11
+25.5 A Self-Calibrated 1.2-to-3.8GHz 0.0052mm2 Synthesized Fractional-N MDLL Using a 2b Time-Period Comparator in 22nm FinFET CMOS,"Intel,Hillsboro,OR",company,12
+Accurate performance evaluation for the horizontal nanosheet standard-cell design space beyond 7nm technology,"GLOBALFOUNDRIES Inc., Albany, NY, USA",company,13
+"Front-end-of-line (FEOL) optimization for high-performance, high-reliable strained-Si MOSFETs; from virtual substrate to gate oxidation","Memory Division, Samsung Electronics Co, Yongin-City, Gyeonggi-Do, Korea",company,14
+A 14 b 100 Msample/s CMOS DAC designed for spectral performance,"Illinois Univ.,Urbana,IL,USA",university,15
+Design of the Power6 Microprocessor,"IBM Systems Group,Austin,TX",company,16
+Collective-effect state variables for post-CMOS logic applications,"Strategic Technology Group,Advanced Micro Devices,Sunnyvale,CA,USA",company,17
+Single-chip IF transceiver IC with wide dynamic range variable gain amplifiers for wideband CDMA applications,"Syst. LSI Dev. Center,Mitsubishi Electr. Corp.,Hyogo,Japan",company,18
+Formation of Si-on-Insulator Structure by Lateral Solid Phase Epitaxial Growth with Local P-Doping,"Central Research Laboratory,Hitachi Ltd. Kokubunji. Tokyo,Japan",company,19
+1D thickness scaling study of phase change material (Ge2Sb2Te5) using a pseudo 3-terminal device,"Samsung Electronics Company Limited, Yongin si, Gyeonggi, South Korea",company,20
+A 500MHz multi-banked compilable DRAM macro with direct write and programmable pipelining,"IBM Microelectron.,Burlington,VT,USA",company,21
+Dislocation engineering for a silicon-based light emitter at 1.5 /spl mu/,"MPI für Mikrostrukturphysik, Halle, Germany",research institute,22
+An enhanced 130 nm generation logic technology featuring 60 nm transistors optimized for high performance and low power at 0.7 - 1.4 V,"QRE, Hillsboro, OR, USA",company,23
+Physical understanding of Vth and Idsat variations in (110) CMOSFETs,"Center for Semiconductor Research & Development,Toshiba Corporation,Japan",company,24
+Destructive-read random access memory system buffered with destructive-read memory cache for SoC applications,"IBM Microelectron.,Hopewell Junction,NY,USA",company,25
+Benchmarking of monolithic 3D integrated MX2 FETs with Si FinFETs,"KUL, Leuven, Belgium",university,26
+A 48-mW 18-Gb/s fully integrated CMOS optical receiver with photodetector and adaptive equalizer,"Applied Science and Technology Research Institute,Hong Kong",research institute,27
+Role of non-radiative recombination in the degradation of InGaN-based laser diodes,"Matsushita Electric Industrial Limited, Takatsuki, Osaka, Japan",company,28
+Highly area efficient and cost effective double stacked S/sup 3/ (stacked single-crystal Si) peripheral CMOS SSTFT and SRAM cell technology for 512M bit density SRAM,"R & D Center, Samsung Electronics Kiheung-Eup, Yongin-City, Kyungki-do, Korea",company,29
+"Strained SOI technology for high-performance, low-power CMOS applications","MIRAI-ASET,Kawasaki,Japan",university,30
+Damascene integration of copper and ultra-low-k xerogel for high performance interconnects,"Texas Instruments Inc, Dallas, TX, US",company,31
+A crossing charge recycle refresh scheme with a separated driver sense-amplifier for Gb DRAMs,"ULSI Device Dev. Labs.,NEC Corp.,Kanagawa,Japan",company,32
+Large-signal performance of high-BV/sub CEO/ graded epi-base SiGe HBTs at wireless frequencies,"IBM Microelectronics, Burlington, VT, USA",company,33
+"A 65 nm CMOS technology with a high-performance and low-leakage transistor, a 0.55 /spl mu/m/sup 2/ 6T-SRAM cell and robust hybrid-ULK/Cu interconnects for mobile multimedia applications","Fujitsu Laboratories Ltd., Atsugi, Kanagawa, Japan",company,34
+Low-power embedded ReRAM technology for IoT applications,"Incubation Center,Renesas Electronics Corp.,Shimokuzawa,Chuou-ku,Sagamihara,Japan",company,35
+A DSL customer-premise equipment modem SoC with extended reach/rate for broadband bridging and routing,"Texas Instruments Bangalore and Texas Instruments,Dallas,TX",company,36
+"An Artificial Iris ASIC with High Voltage Liquid Crystal Driver, 10 nA Light Range Detector and 40 nA Blink Detector for LCD Flicker Removal","Imec,Leuven,Belgium",research institute,37
+First Demonstration of Low Temperature (≤500°C) CMOS Devices Featuring Functional RO and SRAM Bitcells toward 3D VLSI Integration,"imec from Samsung Electronics,Korea",company,38
+Competitive and cost effective high-k based 28nm CMOS technology for low power applications,"IBM Semiconductor Research and Development Center (SRDC), Samsung Electronics Company Limited, Hopewell Junction, NY, USA",company,39
+"Scalable 3D-FPGA using wafer-to-wafer TSV interconnect of 15 Tbps/W, 3.3 Tbps/mm2","Technology Research Department,Association of Super-Advanced Electronics Technologies (ASET),,Higashi-koigakubo,Kokubunji,Tokyo,,Japan",research institute,40
+"21.8 An all-in-one (Qi, PMA and A4WP) 2.5W fully integrated wireless battery charger IC for wearable applications","MAPS,Yongin,Korea",company,41
+High performance and low leakage current InGaAs-on-silicon FinFETs with 20 nm gate length,"Samsung Advanced Logic Lab,Austin,TX",company,42
+Interconnect Scaling Scenario Using A Chip Level Interconnect Model,"Semiconductor Research Center,Matsushita Electric Industrial Co.,Ltd.,Yagumo-nakamachi,Moriguchi,Osaka,Japan",company,43
+A 12 b 50 M sample/s cascaded folding and interpolating ADC,"Philips Composants et Semiconducteurs,Caen,France",company,44
+Development of sub 10-µm ultra-thinning technology using device wafers for 3D manufacturing of terabit memory,"Fujitsu Laboratories Ltd.,Japan",company,45
+A 3.1 to 5 GHz CMOS DSSS UWB transceiver for WPANs,"Sony,Tokyo,Japan",company,46
+30.1 8b Thin-film microprocessor using a hybrid oxide-organic complementary technology with inkjet-printed P2ROM memory,"Panasonic,Osaka,Japan",company,47
+Characterizing Electromigration Effects in a 16nm FinFET Process Using a Circuit Based Test Vehicle,"Cisco Systems, Hong Kong, China",company,48
+"A 180MS/s, 162Mb/s wideband three-channel baseband and MAC processor for 802.11 a/b/g","Engim,Acton,MA,USA",company,49

data/systematic_review_inclusion/task.json CHANGED Viewed

	@@ -1 +1 @@
1	- {"name": "systematic_review_inclusion", "description": "", "data_columns": ["Title", "Abstract", "Authors", "Journal"], "label_columns": {"Label": ["included", "not included"]}}


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data/systematic_review_inclusion/test_unlabeled.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

data/systematic_review_inclusion/train.csv CHANGED Viewed

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data/tai_safety_research/task.json CHANGED Viewed

	@@ -1 +1 @@
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data/tai_safety_research/test_unlabeled.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

data/tai_safety_research/train.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

data/terms_of_service/task.json ADDED Viewed

	@@ -0,0 +1 @@


1	+ {"name": "terms_of_service", "description": "", "data_columns": ["Sentence", "ID"], "label_columns": {"Label": ["not potentially unfair", "potentially unfair"]}}

data/terms_of_service/test_unlabeled.csv ADDED Viewed

The diff for this file is too large to render. See raw diff

data/terms_of_service/train.csv ADDED Viewed

	@@ -0,0 +1,51 @@

+Sentence,Label,ID
+"Crowdtangle may change these terms of service, as described above, notwithstanding any provision to the contrary in any agreement between you and crowdtangle.",potentially unfair,0
+"You acknowledge that any reliance upon any such introduction, opinion, profile, advice, statement or information and any resulting participation or action shall be at your sole risk.",not potentially unfair,1
+"Because the law may or may not recognize certain intellectual property rights in any particular content, you should consult a lawyer if you want legal advice regarding your legal rights in a specific situation.",not potentially unfair,2
+"These requirements can be found on the website and the google, apple and amazon app marketplaces.",not potentially unfair,3
+Fitbit will not seek its attorneys' fees and costs in arbitration unless the arbitrator determines that your claim is frivolous.,not potentially unfair,4
+Tripadvisor does not knowingly collect the information of anyone under the age of 13.,not potentially unfair,5
+"V) any content downloaded or otherwise obtained through the use of our resources is done at your own discretion and risk, and that you are solely responsible for any damage to your computer or other devices for any loss of data that may result from the download of such content.",not potentially unfair,6
+No oral or written information or advice given by the licensor or its authorized representative shall create a warranty.,not potentially unfair,7
+Products that you may acquire via third-party shopping services are not registered to your nintendo account.,not potentially unfair,8
+"To the maximum extent permitted by law, we (together with our officers, directors, employees, representatives, affiliates, providers and third parties) do not accept any liability for (a) any inaccuracies or omissions in the content displayed on or via the skyscanner services and/or skyscanner platforms ; or (b) any act of god, accident, delay or any special, exemplary, punitive, indirect, incidental or consequential loss or damage of any kind (including, without limitation, lost profits or lost savings), whether based in contract, tort (including negligence), strict liability or otherwise, incurred by you arising out of or in connection with your access to, use of, or inability to access or use, the skyscanner services and/or skyscanner platforms or any content contained provided therein.",potentially unfair,9
+"• you are a small-scale independent production company, non-profit, or artist, in which case you may use the vimeo service to showcase or promote your own creative works.",not potentially unfair,10
+7.8 user material is not considered to be confidential.,not potentially unfair,11
+You may opt-out of receiving text (sms) messages from uber at any time by following the directions found at http://t.uber.com/sms-unsubscribe.,not potentially unfair,12
+The new rate will apply to your next phone call after the new rates have been published.,not potentially unfair,13
+Our aim is to provide the best delivery service possible.,not potentially unfair,14
+"Supercell may reject, refuse to post or delete any user content for any or no reason, including, but not limited to, user content that in the sole judgment of supercell violates these terms of service.",potentially unfair,15
+"Notwithstanding anything to the contrary herein, you acknowledge and agree that you shall have no ownership or other property interest in the account, and you further acknowledge and agree that all rights in and to the account are and shall forever be owned by and inure to the benefit of supercell.",not potentially unfair,16
+Such termination or suspension may be immediate and without notice.,not potentially unfair,17
+"You are responsible for identifying, understanding, and complying with all laws, rules and regulations that apply to your participation in an experience, event or other host service.",not potentially unfair,18
+"F. does not contain any unsolicited or unauthorised advertising, promotional material, ``junk mail'', ``spam'', ``chain letters'', ``pyramid schemes'' or any other form of solicitation ; and ",not potentially unfair,19
+We believe that you own your data and preserving your access to such data is important.,not potentially unfair,20
+"7.3 skype and/or its licensors retain exclusive ownership of the software, products and skype websites and all intellectual property therein (whether or not registered and anywhere in the world).",not potentially unfair,21
+"This website may contain discussion forums, bulletin boards, review services or other forums in which you or third parties may post reviews of travel experiences or other content, messages, materials or other items on this website (``interactive areas'').",not potentially unfair,22
+"• attempt to probe, scan, or test the vulnerability of any academia.edu system or network or breach any security or authentication measures ; ",not potentially unfair,23
+"Except for any claim relating to your or our intellectual property (such as trademarks, trade dress, domain names, trade secrets, copyrights and patents) (``excluded disputes''), you and onavo agree to resolve through final and binding arbitration any claim between you and onavo, including its affiliates, officers, directors, employees and agents and its affiliates' officers, directors, employees and agents (whether or not such dispute also involves a third party), regarding any aspect of your relationship with us, including these terms, your use of any of onavo's services, your rights of privacy and/or publicity, or any contacts you may have with us, directly or indirectly, for any reason (``dispute'').",potentially unfair,24
+"You may not use the services (other than certain commercial tools) to sell a product or service, increase traffic to your own website or a third-party website for commercial reasons, such as advertising sales, or otherwise undertake any endeavor aimed at deriving revenue.",not potentially unfair,25
+Currency quotes may not be updated on a daily basis.,not potentially unfair,26
+2.4 you grant certain content licenses to other users by submitting your content to publicly accessible areas of the service.,not potentially unfair,27
+"In no event shall linden lab or any of its directors, officers, employees, shareholders, subsidiaries, agents or licensors be responsible or liable to you or to any third party for any loss or damages of any kind, including for any direct, indirect, economic, exemplary, incidental, consequential, reliance, special, or punitive losses or damages or disgorgement or comparable equitable remedy, for lost data or lost profits, arising (whether in contract, tort, strict liability or otherwise) out of or in connection with the service (including its modification or termination), the software, the websites, the servers, your account (including its termination or suspension) or this agreement, whether or not linden lab may have been advised that any such damages might or could occur and notwithstanding the failure of essential purpose of any remedy.",potentially unfair,28
+20.1 this section applies if you select a third-party payment system that enables you to pay for skype credit and certain paid for products via your mobile phone bill where applicable (``pay by mobile'').,not potentially unfair,29
+"These terms, and any other policies or rules we reference in these terms, make up the entire agreement between you and us relating to the subject matter of these terms, and supersede all prior understandings of the parties relating to the subject matter of these terms, whether those prior understandings were electronic, oral or written, or whether established by custom, practice, policy or precedent, between you and us.",not potentially unfair,30
+"Notwithstanding any provision in the user agreement to the contrary, you and we agree that if we make any amendment to this agreement to arbitrate (other than an amendment to any notice address or site link provided herein) in the future, that amendment shall not apply to any claim that was filed in a legal proceeding against ebay prior to the effective date of the amendment.",not potentially unfair,31
+We can each end this contract anytime we want.,potentially unfair,32
+Your user content will be processed by zynga in accordance with its privacy policy.,not potentially unfair,33
+"Take any action that damages or adversely affects, or could damage or adversely affect the performance or proper functioning of the airbnb platform ; ",not potentially unfair,34
+"Verified images (as defined below) are intended only to indicate a photographic representation of a listing at the time the photograph was taken, and are therefore not an endorsement by airbnb of any host or listing.",not potentially unfair,35
+You acknowledge and agree that posting any such user content may result in immediate termination or suspension of your spotify account.,potentially unfair,36
+We may revise these terms from time to time.,potentially unfair,37
+Software development kits provided through skype developer on the skype website (including ``skypekit'') and the use of any application program interface (``api'') exposed or made available by skype are subject to their own licensing terms in which case such licensing terms will govern your use of that software.,not potentially unfair,38
+"Depending on the third party accounts you choose and subject to the privacy settings that you have set in such third party accounts, personally identifiable information that you post to your third party accounts will be available on and through your account on the site and services.",not potentially unfair,39
+"Any attempt by you to assign or transfer these terms, without such consent, will be null and of no effect.",not potentially unfair,40
+"The services are provided by google inc. (``google''), located at 1600 amphitheatre parkway, mountain view, ca 94043, united states.",not potentially unfair,41
+"Tinder does not represent or warrant that (a) the service will be uninterrupted, secure or error free, (b) any defects or errors in the service will be corrected, or (c) that any content or information you obtain on or through the services will be accurate.",potentially unfair,42
+"For notices made to members residing outside of germany, the date of receipt will be deemed the date on which airbnb transmits the notice.",not potentially unfair,43
+Special provisions applicable to developers/operators of applications and websites ,not potentially unfair,44
+You will not solicit login information or access an account belonging to someone else.,not potentially unfair,45
+"You may be able to access certain third-party links, applications or content (``third-party applications'') via accounts related to our services.",not potentially unfair,46
+Use of the fitbit service should not replace your good judgment and common sense.,not potentially unfair,47
+"Except as expressly agreed by the company and you, this eula constitutes the entire agreement between you and the company with respect to the subject matter hereof, and supersedes all previous or contemporaneous agreements, whether written or oral, between the parties with respect to the subject matter herein.",not potentially unfair,48
+"You agree that all of yahoo's trademarks, trade names, service marks and other yahoo logos and brand features, and product and service names are trademarks and the property of yahoo holdings, inc. (the ``yahoo marks'').",not potentially unfair,49

data/twitter_complaints/task.json CHANGED Viewed

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data/twitter_complaints/test_unlabeled.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

data/twitter_complaints/train.csv CHANGED Viewed

@@ -1,51 +1,51 @@
-Tweet text,Label
-@HMRCcustomers No this is my first job,no complaint
-"@KristaMariePark Thank you for your interest! If you decide to cancel, you can call Customer Care at 1-800-NYTIMES.",no complaint
-If I can't get my 3rd pair of @beatsbydre powerbeats to work today I'm doneski man. This is a slap in my balls. Your next @Bose @BoseService,complaint
-@EE On Rosneath Arial having good upload and download speeds but terrible latency 200ms. Why is this.,complaint
-"Couples wallpaper, so cute. :) #BrothersAtHome",no complaint
-"@mckelldogs This might just be me, but-- eyedrops? Artificial tears are so useful when you're sleep-deprived and sp… https://t.co/WRtNsokblG",no complaint
-@Yelp can we get the exact calculations for a business rating (for example if its 4 stars but actually 4.2) or do we use a 3rd party site?,no complaint
-@nationalgridus I have no water and the bill is current and paid. Can you do something about this?,complaint
-"Never shopping at @MACcosmetics again. Every time I go in there, their employees are super rude/condescending. I'll take my $$ to @Sephora",complaint
-@JenniferTilly Merry Christmas to as well. You get more stunning every year ��,no complaint
-@NortonSupport Thanks much.,no complaint
-@VerizonSupport all of a sudden I can't connect to my primary wireless network but guest one works,no complaint
-Aaaahhhhh!!!! My @Razer @PlayOverwatch d.va meka headset came in!!! I didn't even know it had shipped!!! So excited… https://t.co/4gXy9xED8d,no complaint
-@Lin_Manuel @jmessinaphoto @VAMNit Omg a little squish!!!!! Enjoy and congrats!!!! I miss mine being so young! ������,no complaint
-@IanJamesPoulter What's your secret to poaching eggs? Mine NEVER look that good.,no complaint
-@AWSSupport When will be able Kinesis Firehose compatible with Elasticsearch 6.0? Thank you!,no complaint
-@NCIS_CBS https://t.co/eeVL9Eu3bE,no complaint
-@msetchell Via the settings? That’s how I do it on master T’s,no complaint
-"Today at work there was a low flying duck heading toward a crowd of people, and I yelled ""watch out! and I'm very disappointed with myself.",no complaint
-@NortonSupport @NortonOnline What the hell is a dm 5-10 days to get money back bank account now overdrawn thanks guys,complaint
-@united not happy with this delay from Newark to Manchester tonight :( only 30 mins free Wi-fi sucks ...,complaint
-@ZARA_Care I've been waiting on a reply to my tweets and DMs for days now?,complaint
-"New Listing! Large 2 Family Home for Sale in #Passaic Park, #NJ #realestate #homesforsale Great Location!… https://t.co/IV4OrLXkMk",no complaint
-@SouthwestAir I love you but when sending me flight changes please don't use military time #ignoranceisbliss,complaint
-@JetBlue Completely understand but would prefer being on time to filling out forms....,no complaint
-@nvidiacc I own two gtx 460 in sli. I want to try windows 8 dev preview. Which driver should I use. Can I use the windows 7 one.,no complaint
-Just posted a photo https://t.co/RShFwCjPHu,no complaint
-Love crescent rolls? Try adding pesto @PerdueChicken to them and you’re going to love it! #Promotion #PerdueCrew -… https://t.co/KBHOfqCukH,no complaint
-@TopmanAskUs please just give me my money back.,complaint
-I just gave 5 stars to Tracee at @neimanmarcus for the great service I received!,no complaint
-@FitbitSupport when are you launching new clock faces for Indian market,no complaint
-@HPSupport my printer will not allow me to choose color instead it only prints monochrome #hppsdr #ijkhelp,complaint
-@DIRECTV can I get a monthly charge double refund when it sprinkles outside and we lose reception? #IamEmbarrasedForYou,complaint
-"@AlfaRomeoCares Hi thanks for replying, could be my internet but link doesn't seem to be working",complaint
-Looks tasty! Going to share with everyone I know #FebrezeONE #sponsored https://t.co/4AQI53npei,no complaint
-@OnePlus_IN can OnePlus 5T do front camera portrait?,no complaint
-@sho_help @showtime your arrive is terrible streaming is stop and start every couple mins. Get it together it's xmas,complaint
-@KandraKPTV I just witnessed a huge building fire in Santa Monica California,no complaint
-@fernrocks most definitely the latter for me,no complaint
-@greateranglia Could I ask why the Area in front of BIC Station was not gritted withh all the snow.,complaint
-I'm earning points with #CricketRewards https://t.co/GfpGhqqnhE,no complaint
-@Schrapnel @comcast RIP me,no complaint
-"The wait is finally over, just joined @SquareUK, hope to get started real soon!",no complaint
-@WholeFoods what's the best way to give feedback on a particular store to the regional/national office?,no complaint
-@DanielNewman I honestly would believe anything. People are...too much sometimes.,no complaint
-@asblough Yep! It should send you a notification with your driver’s name and what time they’ll be showing up!,no complaint
-@Wavy2Timez for real,no complaint
-@KenyaPower_Care  no power in south b area... is it scheduled.,complaint
-Honda won't do anything about water leaking in brand new car. Frustrated! @HondaCustSvc @AmericanHonda,complaint
-"@CBSNews @Dodge @ChryslerCares My driver side air bag has been recalled and replaced, but what about the passenger side?",complaint

+Tweet text,Label,ID
+@HMRCcustomers No this is my first job,no complaint,0
+"@KristaMariePark Thank you for your interest! If you decide to cancel, you can call Customer Care at 1-800-NYTIMES.",no complaint,1
+If I can't get my 3rd pair of @beatsbydre powerbeats to work today I'm doneski man. This is a slap in my balls. Your next @Bose @BoseService,complaint,2
+@EE On Rosneath Arial having good upload and download speeds but terrible latency 200ms. Why is this.,complaint,3
+"Couples wallpaper, so cute. :) #BrothersAtHome",no complaint,4
+"@mckelldogs This might just be me, but-- eyedrops? Artificial tears are so useful when you're sleep-deprived and sp… https://t.co/WRtNsokblG",no complaint,5
+@Yelp can we get the exact calculations for a business rating (for example if its 4 stars but actually 4.2) or do we use a 3rd party site?,no complaint,6
+@nationalgridus I have no water and the bill is current and paid. Can you do something about this?,complaint,7
+"Never shopping at @MACcosmetics again. Every time I go in there, their employees are super rude/condescending. I'll take my $$ to @Sephora",complaint,8
+@JenniferTilly Merry Christmas to as well. You get more stunning every year ��,no complaint,9
+@NortonSupport Thanks much.,no complaint,10
+@VerizonSupport all of a sudden I can't connect to my primary wireless network but guest one works,no complaint,11
+Aaaahhhhh!!!! My @Razer @PlayOverwatch d.va meka headset came in!!! I didn't even know it had shipped!!! So excited… https://t.co/4gXy9xED8d,no complaint,12
+@Lin_Manuel @jmessinaphoto @VAMNit Omg a little squish!!!!! Enjoy and congrats!!!! I miss mine being so young! ������,no complaint,13
+@IanJamesPoulter What's your secret to poaching eggs? Mine NEVER look that good.,no complaint,14
+@AWSSupport When will be able Kinesis Firehose compatible with Elasticsearch 6.0? Thank you!,no complaint,15
+@NCIS_CBS https://t.co/eeVL9Eu3bE,no complaint,16
+@msetchell Via the settings? That’s how I do it on master T’s,no complaint,17
+"Today at work there was a low flying duck heading toward a crowd of people, and I yelled ""watch out! and I'm very disappointed with myself.",no complaint,18
+@NortonSupport @NortonOnline What the hell is a dm 5-10 days to get money back bank account now overdrawn thanks guys,complaint,19
+@united not happy with this delay from Newark to Manchester tonight :( only 30 mins free Wi-fi sucks ...,complaint,20
+@ZARA_Care I've been waiting on a reply to my tweets and DMs for days now?,complaint,21
+"New Listing! Large 2 Family Home for Sale in #Passaic Park, #NJ #realestate #homesforsale Great Location!… https://t.co/IV4OrLXkMk",no complaint,22
+@SouthwestAir I love you but when sending me flight changes please don't use military time #ignoranceisbliss,complaint,23
+@JetBlue Completely understand but would prefer being on time to filling out forms....,no complaint,24
+@nvidiacc I own two gtx 460 in sli. I want to try windows 8 dev preview. Which driver should I use. Can I use the windows 7 one.,no complaint,25
+Just posted a photo https://t.co/RShFwCjPHu,no complaint,26
+Love crescent rolls? Try adding pesto @PerdueChicken to them and you’re going to love it! #Promotion #PerdueCrew -… https://t.co/KBHOfqCukH,no complaint,27
+@TopmanAskUs please just give me my money back.,complaint,28
+I just gave 5 stars to Tracee at @neimanmarcus for the great service I received!,no complaint,29
+@FitbitSupport when are you launching new clock faces for Indian market,no complaint,30
+@HPSupport my printer will not allow me to choose color instead it only prints monochrome #hppsdr #ijkhelp,complaint,31
+@DIRECTV can I get a monthly charge double refund when it sprinkles outside and we lose reception? #IamEmbarrasedForYou,complaint,32
+"@AlfaRomeoCares Hi thanks for replying, could be my internet but link doesn't seem to be working",complaint,33
+Looks tasty! Going to share with everyone I know #FebrezeONE #sponsored https://t.co/4AQI53npei,no complaint,34
+@OnePlus_IN can OnePlus 5T do front camera portrait?,no complaint,35
+@sho_help @showtime your arrive is terrible streaming is stop and start every couple mins. Get it together it's xmas,complaint,36
+@KandraKPTV I just witnessed a huge building fire in Santa Monica California,no complaint,37
+@fernrocks most definitely the latter for me,no complaint,38
+@greateranglia Could I ask why the Area in front of BIC Station was not gritted withh all the snow.,complaint,39
+I'm earning points with #CricketRewards https://t.co/GfpGhqqnhE,no complaint,40
+@Schrapnel @comcast RIP me,no complaint,41
+"The wait is finally over, just joined @SquareUK, hope to get started real soon!",no complaint,42
+@WholeFoods what's the best way to give feedback on a particular store to the regional/national office?,no complaint,43
+@DanielNewman I honestly would believe anything. People are...too much sometimes.,no complaint,44
+@asblough Yep! It should send you a notification with your driver’s name and what time they’ll be showing up!,no complaint,45
+@Wavy2Timez for real,no complaint,46
+@KenyaPower_Care  no power in south b area... is it scheduled.,complaint,47
+Honda won't do anything about water leaking in brand new car. Frustrated! @HondaCustSvc @AmericanHonda,complaint,48
+"@CBSNews @Dodge @ChryslerCares My driver side air bag has been recalled and replaced, but what about the passenger side?",complaint,49

raft.py CHANGED Viewed

@@ -149,15 +149,18 @@ class Raft(datasets.GeneratorBasedBuilder):
         # The `key` is here for legacy reason (tfds) and is not important in itself.
         task = Raft.tasks[self.config.name]
-        column_names = task['data_columns'] + list(task['label_columns'])
-        num_labels = len(task['label_columns'])
         with open(filepath, encoding="utf-8") as f:
             csv_reader = csv.reader(f, quotechar='"', delimiter=",",
                                     quoting=csv.QUOTE_ALL, skipinitialspace=True)
             for id_, row in enumerate(csv_reader):
-                if id_ == 0:  # First row is column names
-                    continue
                 if split == "test":
-                    row += ["Unlabeled"] * num_labels
                 yield id_, {name: value for name, value in zip(column_names, row)}

         # The `key` is here for legacy reason (tfds) and is not important in itself.
         task = Raft.tasks[self.config.name]
+        labels = list(task['label_columns'])
         with open(filepath, encoding="utf-8") as f:
             csv_reader = csv.reader(f, quotechar='"', delimiter=",",
                                     quoting=csv.QUOTE_ALL, skipinitialspace=True)
+            column_names = next(csv_reader)
+            # Test csvs don't have any label columns.
+            if split == "test":
+                column_names += labels
             for id_, row in enumerate(csv_reader):
                 if split == "test":
+                    row += ["Unlabeled"] * len(labels)
+                # dicts don't have inherent ordering in python, right??
                 yield id_, {name: value for name, value in zip(column_names, row)}