first push of dataset
Browse files- .gitattributes +0 -4
- README.md +135 -1
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- dataset_infos.json +1 -0
.gitattributes
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README.md
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---
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-
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---
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---
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annotations_creators:
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- expert-generated
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language_creators:
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- found
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language:
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- en
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multilinguality:
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- monolingual
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size_categories:
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- 1K<n<10K
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source_datasets:
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- original
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task_categories:
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- text-classification
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task_ids:
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- multi-class-classification
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- sentiment-classification
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paperswithcode_id: null
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pretty_name: Auditor_Review
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---
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# Dataset Card for [Dataset Name]
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## Table of Contents
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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## Dataset Description
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Auditor review data collected by News Department
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- **Point of Contact:**
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Talked to COE for Auditing, currently sue@demo.org
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### Dataset Summary
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Auditor sentiment dataset of sentences from financial news. The dataset consists of *** sentences from English language financial news categorized by sentiment. The dataset is divided by agreement rate of 5-8 annotators.
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### Supported Tasks and Leaderboards
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Sentiment Classification
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### Languages
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English
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## Dataset Structure
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### Data Instances
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```
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"sentence": "Pharmaceuticals group Orion Corp reported a fall in its third-quarter earnings that were hit by larger expenditures on R&D and marketing .",
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"label": "negative"
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```
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### Data Fields
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- sentence: a tokenized line from the dataset
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- label: a label corresponding to the class as a string: 'positive' - (2), 'neutral' - (1), or 'negative' - (0)
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### Data Splits
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A train/test split was created randomly with a 75/25 split
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## Dataset Creation
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### Curation Rationale
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To gather our auditor evaluations into one dataset. Previous attempts using off the shelf sentiment had only 70% F1, this dataset was an attempt to improve upon that performance.
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### Source Data
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#### Initial Data Collection and Normalization
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The corpus used in this paper is made out of English news reports.
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#### Who are the source language producers?
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The source data was written by various auditors.
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### Annotations
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#### Annotation process
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This release of the auditor reviews covers a collection of 4840
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sentences. The selected collection of phrases was annotated by 16 people with
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adequate background knowledge on financial markets. The subset here is where interannotation agreement was greater than 75%.
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#### Who are the annotators?
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They were pulled from the SME list, names are held by sue@demo.org
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### Personal and Sensitive Information
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There is no personal or sensitive information in this dataset.
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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All annotators were from the same institution and so interannotator agreement
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should be understood with this taken into account.
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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License: Demo.Org Proprietary - DO NOT SHARE
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:4eb58aeb2f946e150974e4300c73bd8db976a5a7e5a145454a63468a79fdaec4
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size 80908
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:ce0633a98a9e16ecec81f8792eafe255abfc6d0dbd8c8e98537a0cf888836016
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size 327256
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dataset_infos.json
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{"demo-org--auditor_review": {"description": "", "citation": "", "homepage": "", "license": "", "features": {"sentence": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"dtype": "int64", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "csv", "config_name": "default", "version": {"version_str": "0.0.0", "description": null, "major": 0, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 542742, "num_examples": 3877, "dataset_name": "auditor_review"}, "test": {"name": "test", "num_bytes": 136498, "num_examples": 969, "dataset_name": "auditor_review"}}, "download_checksums": null, "download_size": 408164, "post_processing_size": null, "dataset_size": 679240, "size_in_bytes": 1087404}}
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