Upload Ukrainian evaluation dataset
#1
by reirei01 - opened
- LICENSE +14 -0
- README.md +65 -0
- data/validation.csv +0 -0
LICENSE
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
StereoSet-UK Eval is licensed under the Creative Commons Attribution-ShareAlike 4.0 International
|
| 2 |
+
license (CC BY-SA 4.0).
|
| 3 |
+
|
| 4 |
+
License terms:
|
| 5 |
+
https://creativecommons.org/licenses/by-sa/4.0/legalcode
|
| 6 |
+
|
| 7 |
+
Original work:
|
| 8 |
+
StereoSet by Moin Nadeem, Anna Bethke, and Siva Reddy
|
| 9 |
+
https://github.com/moinnadeem/StereoSet
|
| 10 |
+
https://doi.org/10.18653/v1/2021.acl-long.416
|
| 11 |
+
|
| 12 |
+
Changes:
|
| 13 |
+
Ukrainian machine translation, technical cleanup, and mechanically derived masked evaluation items
|
| 14 |
+
from the StereoSet development set.
|
README.md
CHANGED
|
@@ -1,3 +1,68 @@
|
|
| 1 |
---
|
|
|
|
|
|
|
|
|
|
| 2 |
license: cc-by-sa-4.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
+
pretty_name: "StereoSet-UK Eval"
|
| 3 |
+
language:
|
| 4 |
+
- uk
|
| 5 |
license: cc-by-sa-4.0
|
| 6 |
+
tags:
|
| 7 |
+
- stereoset
|
| 8 |
+
- ukrainian
|
| 9 |
+
- bias-evaluation
|
| 10 |
+
configs:
|
| 11 |
+
- config_name: default
|
| 12 |
+
data_files:
|
| 13 |
+
- split: validation
|
| 14 |
+
path: data/validation.csv
|
| 15 |
---
|
| 16 |
+
|
| 17 |
+
# StereoSet-UK Eval
|
| 18 |
+
|
| 19 |
+
StereoSet-UK Eval contains 949 Ukrainian masked triplets derived from the intrasentence portion
|
| 20 |
+
of the StereoSet development set. The Ukrainian full sentences were translated with the DeepL API
|
| 21 |
+
and received technical cleanup. English source text is omitted.
|
| 22 |
+
|
| 23 |
+
The shared Ukrainian templates and fills were cut mechanically from the translated sentences. All
|
| 24 |
+
three candidates reconstruct their corresponding full sentence exactly. Each retained template
|
| 25 |
+
passed the automated frame-alignment rules: its fixed-frame ratio is within 0.20 of the English
|
| 26 |
+
source ratio, the number of mask occurrences is unchanged, and the Ukrainian fills do not share
|
| 27 |
+
context word forms or stems absent from the English fills.
|
| 28 |
+
|
| 29 |
+
The 79 source targets use unique, standardized Ukrainian labels. Aggregation by `target_uk`
|
| 30 |
+
therefore preserves the original target boundaries used for LMS, SS, and ICAT.
|
| 31 |
+
|
| 32 |
+
This is a partial evaluation subset. Report scores as results on the 949-item StereoSet-UK Eval
|
| 33 |
+
subset. Full StereoSet development-set scores require complete development-set coverage.
|
| 34 |
+
|
| 35 |
+
## Fields
|
| 36 |
+
|
| 37 |
+
| Field | Description |
|
| 38 |
+
| --- | --- |
|
| 39 |
+
| `item_id` | Original StereoSet item identifier |
|
| 40 |
+
| `bias_type_uk` | Ukrainian bias-category label |
|
| 41 |
+
| `target_uk` | Canonical Ukrainian label for the bias target |
|
| 42 |
+
| `template_uk` | Shared Ukrainian sentence containing `[BLANK]` |
|
| 43 |
+
| `stereotype_fill_uk` | Ukrainian stereotype completion |
|
| 44 |
+
| `anti_stereotype_fill_uk` | Ukrainian anti-stereotype completion |
|
| 45 |
+
| `unrelated_fill_uk` | Ukrainian unrelated completion |
|
| 46 |
+
|
| 47 |
+
For evaluation, score all three fills in the same `template_uk`. This is a provisional
|
| 48 |
+
machine-translated research dataset. Human validation is still required.
|
| 49 |
+
|
| 50 |
+
## Source and license
|
| 51 |
+
|
| 52 |
+
This dataset is derived from [StereoSet](https://github.com/moinnadeem/StereoSet) at source commit
|
| 53 |
+
`ead7d086a64a192a1eca88e0dd2fd163de375218`. The source and this translation use the
|
| 54 |
+
[Creative Commons Attribution-ShareAlike 4.0 International license](https://creativecommons.org/licenses/by-sa/4.0/).
|
| 55 |
+
|
| 56 |
+
## Citation
|
| 57 |
+
|
| 58 |
+
```bibtex
|
| 59 |
+
@inproceedings{nadeem-etal-2021-stereoset,
|
| 60 |
+
title = {{StereoSet}: Measuring stereotypical bias in pretrained language models},
|
| 61 |
+
author = {Nadeem, Moin and Bethke, Anna and Reddy, Siva},
|
| 62 |
+
booktitle = {Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing},
|
| 63 |
+
year = {2021},
|
| 64 |
+
pages = {5356--5371},
|
| 65 |
+
doi = {10.18653/v1/2021.acl-long.416},
|
| 66 |
+
url = {https://aclanthology.org/2021.acl-long.416/}
|
| 67 |
+
}
|
| 68 |
+
```
|
data/validation.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|