prasannadhungana8848/TOS_BERT
Text Classification
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Updated
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9
sentence
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1.73k
| unfairness_level
stringclasses 3
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these terms and any rights and licenses granted hereunder may not be transferred or assigned by you but may be assigned by pinterest without restriction | clearly_fair |
the user is responsible for all damages liabilities and costs incurred by the company even if caused by the companys negligence | clearly_unfair |
no refunds for downtime the company is not liable for any downtime or service interruptions and will not provide refunds for such occurrences | potentially_unfair |
ea recommends that parents and guardians familiarize themselves with parental controls on devices they provide their child | clearly_fair |
the company can limit or restrict your ability to use the service based on your use of email | potentially_unfair |
the user is required to use the service in accordance with all applicable laws and regulations | clearly_unfair |
we are constantly changing and improving our services | potentially_unfair |
skype will have no liability for your failed emergency call in such circumstances | potentially_unfair |
your use of the domain services provided by weebly serves as your consent to these terms | clearly_fair |
if you reside in the united states or are otherwise subject to the us federal arbitration act you and evernote agree that any and all disputes or claims that have arisen or may arise between us except any dispute relating to the enforcement or validity of your our or either of our licensors intellectual property rights shall be resolved exclusively through final and binding arbitration rather than in court except that you may assert claims in small claims court if your claims qualify | potentially_unfair |
so we cannotand do nottake responsibility for any content that others provide through the services | potentially_unfair |
feedback | clearly_fair |
the company does not guarantee the availability of any real estate or property features | potentially_unfair |
user guidelines | clearly_unfair |
if you become aware or suspect for any reason that the security of your login details has been compromised please let us know via our helpdesk immediately | clearly_fair |
the user agrees that the company is not liable for any loss or damage resulting from the users failure to comply with any terms or conditions related to the use of any software or hardware energy or utility management tools | clearly_unfair |
if grindr authorizes the use of the grindr services on behalf of the united states government or the united states government uses the grindr service without authorization then use duplication display modification reproduction release performance distribution and disclosure of the grindr services or portion thereof by the us government is subject to restrictions set forth in this agreement and as provided in dfars a and a dfars cii oct far a far or far alt iii as applicable | clearly_fair |
using our services does not give you ownership of any intellectual property rights in our services or the content that you access | clearly_fair |
the company can unilaterally change the terms of service without notifying users | clearly_unfair |
the user must not use the platform to engage in any activities that could be considered identity theft | clearly_unfair |
we provide the games and other services | clearly_fair |
if any part of those additional terms and conditions conflicts with these terms the additional terms and conditions will prevail | clearly_fair |
the cancellation period will expire after fourteen days from your purchase of the grindr premium services | clearly_fair |
class action waivers a clause that prohibits users from joining or starting a class action lawsuit | clearly_unfair |
your ticket is only valid for use once although anybody you authorise may use your ticket | clearly_fair |
the company may restrict or limit your access to its services based on your use of the services in a manner that is inconsistent with these terms of service | potentially_unfair |
to meet the cancellation deadline it is sufficient for you to send your communication concerning your exercise of the right to cancel before the cancellation period has expired | clearly_fair |
if the tripadvisor media group companies are found liable for any loss or damage that arises out of or is in any way connected with your use of our sites or services then the tripadvisor media group companies liabilities will in no event exceed in the aggregate the greater of a the transaction fees paid to tripadvisor for the transactions on this website giving rise to the claim or b onehundred dollars us | potentially_unfair |
the user acknowledges that they have no ownership interest in the service or any content that appears on it | potentially_unfair |
data security measures the company does not have to implement specific data security measures while the user is responsible for implementing data security measures | potentially_unfair |
the company may modify this agreement at any time and your continued use of the services constitutes acceptance of the modified agreement | potentially_unfair |
the user is not allowed to use the service in any way that is likely to damage the companys reputation or goodwill | clearly_unfair |
where an item of luggage contains items belonging to more than one person only one claim will be considered by the company | clearly_fair |
the user agrees not to use the service for any purposes that could violate any applicable nondisclosure agreements | potentially_unfair |
thanks for using our products and services services | clearly_fair |
no implied warranties of merchantability the company does not warrant or represent that the service is merchantable even if the user has relied on the companys skill or judgment in selecting the service | clearly_unfair |
c while we intend to allow you to resell the service under a private label this private label is in no way guaranteed and we will in no way be held responsible for any failure to maintain its private label | clearly_fair |
if your state or country does not allow these disclaimers they do not apply to you | clearly_fair |
you are not allowed to use the service in any way that could be used to engage in any form of online health services or other forms of online wellness that are prohibited by law | clearly_unfair |
the user must not use the service in a way that violates any applicable terms of use or agreements with any energy or resources organizations | potentially_unfair |
upon spotifys request in its sole discretion a brand must cease following a user | clearly_fair |
when you upload your creations to tumblr youre giving us permission to make them available in all the ways you would expect us to for example via your blog rss the tumblr dashboard etc | clearly_fair |
use an ea service in a country in which ea is prohibited from offering such services under applicable export control laws | clearly_fair |
if you believe that any content does not comply with the user guidelines please fill out our notice form | clearly_fair |
most of that stuff is awesome but were not responsible when its not | clearly_fair |
services | clearly_fair |
you may also recognize our websites by nicknames such as bugzillamozilla bmo mozwiki mopad mozreps mdn marketplace one and done sumo and amo | clearly_fair |
clearly_fair |
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the company can limit or restrict your ability to use the service based on your use of network performance or capacity | potentially_unfair |
the user may not use the service if they are under the age of | potentially_unfair |
unless expressly provided otherwise in this agreement including section where you are a resident in certain states in the united states and the special terms where you are a resident of certain countries any and all payments made to grindr are final and all charges are nonrefundable | clearly_fair |
terms of service | clearly_unfair |
zynga inc is located at th street san francisco california | clearly_fair |
the user is not allowed to use the service in a way that is intended to interfere with or disrupt the companys business or operations | clearly_unfair |
thirdparty applications | clearly_fair |
making time for connections passengers must allow plenty of time for their coach journey to arrive in time to connect with other forms of transport provided by other carriers or before an appointment when travelling to important appointments | clearly_fair |
grindr will have no obligation under any circumstances to compensate you for any feedback | clearly_fair |
you agree not to solicit for commercial purposes any users of the skype website or software with respect to their user submissions | clearly_fair |
the user is required to pay all fees and charges associated with their use of the service including any taxes or other charges | clearly_unfair |
the following terms apply to you and supersede conflicting terms in this agreement if you are an eu resident to the extent required by applicable law | clearly_fair |
the company can limit or restrict your ability to use the service based on your use of messaging apps | potentially_unfair |
a entire agreement | clearly_fair |
information and publicity | clearly_fair |
if you purchased an electronic ticket you must ensure that it can be displayed at all times the driver or any authorised airport express bus employee on your smart phone | clearly_fair |
except for changes made by us as described here no other amendment or modification of these terms shall be effective unless set forth in a written agreement expressly amending these terms and bearing a written signature by you and us | clearly_fair |
no official support | clearly_fair |
for virtual items your order will represent an offer to us to obtain a limited license and right to use the relevant services or virtual items that will be accepted by us when we accept payment | clearly_fair |
you will provide at your own expense the equipment internet connection and charges required to access and use ea services | clearly_fair |
more simply put | clearly_unfair |
q take any other action while using the service that is detrimental to the service or weeblys reputation as determined by weebly in its sole discretion | clearly_fair |
the user is required to comply with all applicable laws and regulations in connection with the service | clearly_unfair |
the user is not entitled to any refund or credit if the company terminates or suspends the users account or access to the service | clearly_unfair |
if you in live in any other country i this agreement is between you and ea swiss s rl a company registered in the geneva companies registry with company registration number ch and with offices at place du molard geneva switzerland ii the laws of the state of california excluding its conflictsoflaw rules govern this agreement and your use of ea services and iii you expressly agree that for claims and disputes not subject to the arbitration agreement below exclusive jurisdiction for any claim or action arising out of or relating to this agreement or ea services shall be the federal or state courts that govern san mateo county california and you expressly consent to the exercise of personal jurisdiction of such courts | clearly_unfair |
disproportionate penalties a clause that imposes disproportionately harsh or unfair penalties for users breaches of the agreement | clearly_unfair |
use any robot spider site searchretrieval application or other automated device process or means to access retrieve scrape or index any portion of the site or any site content | clearly_fair |
a force majeure event means any event beyond the control of skype | potentially_unfair |
the user agrees to provide accurate and complete registration information | potentially_unfair |
the company does not guarantee the availability of technical support | potentially_unfair |
you will send your notice of dispute to electronic arts inc redwood shores parkway redwood city ca attention legal department | clearly_fair |
objects whose transport is forbidden pursuant to separate legal regulations | clearly_fair |
quora makes no promises with respect to and expressly disclaims all liability for i content posted by any user or third party ii any thirdparty website thirdparty product or thirdparty service listed on or accessible to you through the quora platform including an integrated service provider or professional contributor iii the quality or conduct of any third party you encounter in connection with your use of the quora platform or iv unauthorized access use or alteration of your content | potentially_unfair |
the user agrees not to use the service to engage in any unauthorized | potentially_unfair |
clearly_fair |
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the company can modify or discontinue the service at any time without notice | clearly_unfair |
in order to provide the email marketing service we currently use sendgrids api wwwsendgridcom hence your use of the email marketing service is also governed by sendgrids terms and policies as now effective andor as may be effective in the future sendgrid terms including without limitation sendgrids terms of use and sendgrids privacy policy | clearly_fair |
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 | clearly_fair |
partner offers will be clearly displayed and distinguished from the regular offers directly sourced from trip providers and have the following special conditions unless mentioned otherwise on our platform | clearly_fair |
you will not reproduce duplicate copy sell resell or exploit any portion of the service without our express written permission which may be in the form of a separate written agreement with weebly such as the weebly cloud agreement | clearly_fair |
unless your booking confirmation has come from skyscanner then this is unlikely to affect you | clearly_fair |
our vat registration number is nlb | clearly_fair |
copying redistributing reproducing ripping recording transferring performing or displaying to the public broadcasting or making available to the public any part of the spotify service or the content or otherwise making any use of the spotify service or the content which is not expressly permitted under the agreements or applicable law or which otherwise infringes the intellectual property rights such as copyright in the spotify service or the content or any part of it | clearly_fair |
our automated systems analyse your content including emails to provide you with personally relevant product features such as customised search results tailored advertising and spam and malware detection | clearly_fair |
this is indicated in the chart as well | clearly_unfair |
you acknowledge that you have read and understood the agreements accept these agreements and agree to be bound by them | clearly_fair |
you may not use the companys services for any illegal or unauthorized purpose | potentially_unfair |
if you are having a problem with the services many issues can be resolved on one of our player forums | clearly_fair |
luxembourg vat generally applies if you are located in the eu and the products are purchased and used in the eu | clearly_fair |
this agreement does not limit grindrs liability to you beyond what is permitted by applicable law | clearly_fair |
to complete your request ea may collect fees or costs incurred if allowed by law and any amounts owed to thirdparty vendors or content providers | clearly_fair |
if you see bad stuff please report it to us here | clearly_fair |
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TOS_DatasetV3
Dataset Description
TOS_DatasetV3 is a dataset designed for analyzing the unfairness of terms of service (ToS) clauses. It includes sentences from various terms of service agreements categorized into three unfairness levels: clearly_fair, potentially_unfair, and clearly_unfair. This dataset aims to aid in the development of models that can assess the fairness of legal documents.
Dataset Structure
The dataset consists of the following columns:
sentence: A string representing a sentence from a terms of service document.unfairness_level: A string indicating the unfairness classification of the sentence. The possible values are:clearly_fairpotentially_unfairclearly_unfair
Features
- Features:
- name: sentence dtype: string
- name: unfairness_level dtype: string
Splits
The dataset is divided into three splits:
- Train: Used for training models (7946 examples).
- Validation: Used for validating model performance during training (1050 examples).
- Test: Used for testing model performance after training (1045 examples).
Class Split
Example
Here's a sample from the dataset:
| sentence | unfairness_level |
|---|---|
| "You agree to the terms." | clearly_fair |
| "We reserve the right to change." | potentially_unfair |
| "No refunds will be issued." | clearly_unfair |
Usage
This dataset can be used for various natural language processing tasks, particularly in the context of legal text analysis, fairness assessment, and model training for detecting unfair terms in contracts.
How to Load the Dataset
You can load the dataset using the datasets library from Hugging Face:
from datasets import load_dataset
dataset = load_dataset("TOS_DatasetV3")
Dataset Generation
License
This dataset is licensed under the MIT License. Please see the LICENSE file for more details.
Citation
If you use this dataset in your research, please cite it as follows:
@dataset{TOS_DatasetV3,
author = {Himanshu Mohanty},
title = {TOS_DatasetV3},
year = {2024},
url = {https://huggingface.co/datasets/TOS_DatasetV3}
}
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