Upload Ukrainian unlearning dataset
#1
by reirei01 - opened
- LICENSE +14 -0
- README.md +63 -0
- data/train.csv +0 -0
LICENSE
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StereoSet-UK Unlearning is licensed under the Creative Commons Attribution-ShareAlike 4.0
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International license (CC BY-SA 4.0).
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License terms:
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https://creativecommons.org/licenses/by-sa/4.0/legalcode
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Original work:
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StereoSet by Moin Nadeem, Anna Bethke, and Siva Reddy
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https://github.com/moinnadeem/StereoSet
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https://doi.org/10.18653/v1/2021.acl-long.416
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Changes:
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Ukrainian machine translation, technical cleanup, and an experimental unlearning-oriented view of
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the StereoSet development set.
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README.md
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---
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license: cc-by-sa-4.0
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---
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---
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pretty_name: "StereoSet-UK Unlearning"
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language:
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- uk
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license: cc-by-sa-4.0
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tags:
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- stereoset
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- ukrainian
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- machine-unlearning
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- bias
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train.csv
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---
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# StereoSet-UK Unlearning
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StereoSet-UK Unlearning contains 2,101 Ukrainian full-sentence triplets derived from the
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intrasentence portion of the StereoSet development set. The Ukrainian sentences were translated
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with the DeepL API and received technical cleanup. English source text is omitted.
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Each triplet assigns the stereotype sentence to `forget_uk`, the anti-stereotype sentence to
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`retain_uk`, and the unrelated sentence to `control_uk`. Five items with duplicate translated
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candidates were excluded.
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The 79 source targets use unique, standardized Ukrainian labels. The labels are metadata values
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and are independent of grammatical inflections inside the full sentences.
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The role assignment is an experimental unlearning view created for this release. StereoSet's
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original scope is stereotypical-bias evaluation. A separate retain corpus is still needed to
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preserve general language ability and factual knowledge.
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## Fields
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| Field | Description |
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| --- | --- |
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| `item_id` | Original StereoSet item identifier |
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| `bias_type_uk` | Ukrainian bias-category label |
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| `target_uk` | Canonical Ukrainian label for the bias target |
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| `forget_uk` | Full Ukrainian stereotype sentence |
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| `retain_uk` | Full Ukrainian anti-stereotype sentence |
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| `control_uk` | Full Ukrainian unrelated sentence |
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This is a provisional machine-translated research dataset. Human validation is still required.
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## Source and license
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This dataset is derived from [StereoSet](https://github.com/moinnadeem/StereoSet) at source commit
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`ead7d086a64a192a1eca88e0dd2fd163de375218`. The source and this translation use the
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[Creative Commons Attribution-ShareAlike 4.0 International license](https://creativecommons.org/licenses/by-sa/4.0/).
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## Citation
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```bibtex
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@inproceedings{nadeem-etal-2021-stereoset,
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title = {{StereoSet}: Measuring stereotypical bias in pretrained language models},
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author = {Nadeem, Moin and Bethke, Anna and Reddy, Siva},
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booktitle = {Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing},
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year = {2021},
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pages = {5356--5371},
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doi = {10.18653/v1/2021.acl-long.416},
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url = {https://aclanthology.org/2021.acl-long.416/}
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}
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```
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data/train.csv
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