Update README.md (#4)
Browse files- Update README.md (b7f3b6421b4648e7f22b0ace8f86fc9bbdbec4ca)
Co-authored-by: Catherine Arnett <[email protected]>
README.md
CHANGED
@@ -489,12 +489,142 @@ size_categories:
|
|
489 |
|
490 |
# MultiBLiMP
|
491 |
|
492 |
-
MultiBLiMP is a massively Multilingual Benchmark for Linguistic Minimal Pairs.
|
493 |
|
494 |
The paper can be found [here](https://arxiv.org/abs/2504.02768).
|
495 |
|
496 |
We split the data set by language: each language consists of a single .tsv file. The rows contain many attributes for a particular pair, most important are the `sen` and `wrong_sen` fields, which we use for evaluating the language models.
|
497 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
498 |
# Citation Information
|
499 |
|
500 |
```
|
|
|
489 |
|
490 |
# MultiBLiMP
|
491 |
|
492 |
+
MultiBLiMP is a massively Multilingual Benchmark for Linguistic Minimal Pairs. The dataset is composed of synthetic pairs generated using [Universal Dependencies](http://universaldependencies.org/) and [UniMorph](https://unimorph.github.io/).
|
493 |
|
494 |
The paper can be found [here](https://arxiv.org/abs/2504.02768).
|
495 |
|
496 |
We split the data set by language: each language consists of a single .tsv file. The rows contain many attributes for a particular pair, most important are the `sen` and `wrong_sen` fields, which we use for evaluating the language models.
|
497 |
|
498 |
+
## Using MultiBLiMP
|
499 |
+
|
500 |
+
To download the final datasets for a given language, you can usethe example code. Make sure to use the [ISO 639-3](https://en.wikipedia.org/wiki/ISO_639-3) code, e.g. `eng` for English (see table below).
|
501 |
+
|
502 |
+
```
|
503 |
+
from huggingface_hub import hf_hub_download
|
504 |
+
|
505 |
+
hf_hub_download(repo_id="jumelet/multiblimp", filename=f"eng/data.tsv", repo_type="dataset", local_dir='hf_cache/')
|
506 |
+
```
|
507 |
+
|
508 |
+
To run MultiBLiMP on a model, follow the instructions in [this repo](https://github.com/catherinearnett/multiblimp). Example evaluation code:
|
509 |
+
|
510 |
+
```
|
511 |
+
python scripts/lm_eval/eval_model.py
|
512 |
+
--model meta-llama/Meta-Llama-3-8B
|
513 |
+
--data_dir hf_cache/eng/
|
514 |
+
--src_dir multiblimp
|
515 |
+
--results_dir multiblimp_results/
|
516 |
+
--cache_dir hf_cache
|
517 |
+
```
|
518 |
+
|
519 |
+
## Languages
|
520 |
+
|
521 |
+
This table contains the languages covered in MultiBLiMP and the number of items for each language.
|
522 |
+
|
523 |
+
| ISO Code | Language | n |
|
524 |
+
|:--------:|:------------------:|:----:|
|
525 |
+
| abk | Abkhazian | 40 |
|
526 |
+
| aqz | Akuntsu | 14 |
|
527 |
+
| sqi | Albanian | 243 |
|
528 |
+
| amh | Amharic | 112 |
|
529 |
+
| grc | Ancient Greek | 3695 |
|
530 |
+
| hbo | Ancient Hebrew | 983 |
|
531 |
+
| apu | Apurinã | 28 |
|
532 |
+
| hye | Armenian | 1415 |
|
533 |
+
| eus | Basque | 273 |
|
534 |
+
| bel | Belarusian | 2570 |
|
535 |
+
| ben | Bengali | 21 |
|
536 |
+
| bho | Bhojpuri | 34 |
|
537 |
+
| bor | Borôro | 241 |
|
538 |
+
| bre | Breton | 260 |
|
539 |
+
| bul | Bulgarian | 2458 |
|
540 |
+
| bua | Buriat | 103 |
|
541 |
+
| cat | Catalan | 2284 |
|
542 |
+
| chu | Church Slavonic | 4166 |
|
543 |
+
| xcl | Classical Armenian | 1623 |
|
544 |
+
| ces | Czech | 4256 |
|
545 |
+
| dan | Danish | 50 |
|
546 |
+
| nld | Dutch | 2331 |
|
547 |
+
| egy | Egyptian (Ancient) | 22 |
|
548 |
+
| eng | English | 770 |
|
549 |
+
| myv | Erzya | 464 |
|
550 |
+
| est | Estonian | 2575 |
|
551 |
+
| fao | Faroese | 232 |
|
552 |
+
| fin | Finnish | 2570 |
|
553 |
+
| fra | French | 2548 |
|
554 |
+
| glg | Galician | 753 |
|
555 |
+
| kat | Georgian | 204 |
|
556 |
+
| deu | German | 2298 |
|
557 |
+
| aln | Gheg Albanian | 677 |
|
558 |
+
| got | Gothic | 1579 |
|
559 |
+
| guj | Gujarati | 7 |
|
560 |
+
| heb | Hebrew | 2330 |
|
561 |
+
| azz | H-P Nahuatl | 207 |
|
562 |
+
| hin | Hindi | 1447 |
|
563 |
+
| hit | Hittite | 50 |
|
564 |
+
| hun | Hungarian | 845 |
|
565 |
+
| isl | Icelandic | 2801 |
|
566 |
+
| gle | Irish | 28 |
|
567 |
+
| ita | Italian | 2999 |
|
568 |
+
| quc | K'iche' | 131 |
|
569 |
+
| xnr | Kangri | 86 |
|
570 |
+
| krl | Karelian | 260 |
|
571 |
+
| kxh | Karo (Ethiopia) | 120 |
|
572 |
+
| kaz | Kazakh | 173 |
|
573 |
+
| kir | Kirghiz | 185 |
|
574 |
+
| koi | Komi-Permyak | 43 |
|
575 |
+
| kpv | Komi-Zyrian | 320 |
|
576 |
+
| lat | Latin | 3149 |
|
577 |
+
| lav | Latvian | 3032 |
|
578 |
+
| lij | Ligurian | 254 |
|
579 |
+
| lit | Lithuanian | 1180 |
|
580 |
+
| olo | Livvi | 190 |
|
581 |
+
| nds | Low German | 1774 |
|
582 |
+
| mkd | Macedonian | 39 |
|
583 |
+
| mar | Marathi | 460 |
|
584 |
+
| frm | Middle French | 294 |
|
585 |
+
| ell | Modern Greek | 1096 |
|
586 |
+
| mdf | Moksha | 82 |
|
587 |
+
| yrl | Nhengatu | 720 |
|
588 |
+
| pcm | Nigerian Pidgin | 26 |
|
589 |
+
| kmr | Northern Kurdish | 544 |
|
590 |
+
| sme | Northern Sami | 2536 |
|
591 |
+
| fro | Old French | 1976 |
|
592 |
+
| orv | Old Russian | 4615 |
|
593 |
+
| ota | Ottoman Turkish | 99 |
|
594 |
+
| fas | Persian | 2553 |
|
595 |
+
| xpg | Phrygian | 50 |
|
596 |
+
| pol | Polish | 3272 |
|
597 |
+
| por | Portuguese | 3048 |
|
598 |
+
| ron | Romanian | 2056 |
|
599 |
+
| rus | Russian | 3832 |
|
600 |
+
| san | Sanskrit | 4442 |
|
601 |
+
| gla | Scottish Gaelic | 66 |
|
602 |
+
| hbs | Serbo-Croatian | 3286 |
|
603 |
+
| sms | Skolt Sami | 263 |
|
604 |
+
| slk | Slovak | 4145 |
|
605 |
+
| slv | Slovenian | 4483 |
|
606 |
+
| spa | Spanish | 2541 |
|
607 |
+
| arb | Standard Arabic | 1215 |
|
608 |
+
| swe | Swedish | 201 |
|
609 |
+
| tam | Tamil | 382 |
|
610 |
+
| ttc | Tektiteko | 69 |
|
611 |
+
| tpn | Tupinambá | 9 |
|
612 |
+
| tur | Turkish | 1742 |
|
613 |
+
| uig | Uighur | 758 |
|
614 |
+
| ukr | Ukrainian | 2744 |
|
615 |
+
| hsb | Upper Sorbian | 186 |
|
616 |
+
| urd | Urdu | 550 |
|
617 |
+
| urb | Urubú-Kaapor | 13 |
|
618 |
+
| uzb | Uzbek | 50 |
|
619 |
+
| vep | Veps | 187 |
|
620 |
+
| wbp | Warlpiri | 12 |
|
621 |
+
| cym | Welsh | 1120 |
|
622 |
+
| hyw | Western Armenian | 1153 |
|
623 |
+
| wol | Wolof | 705 |
|
624 |
+
| sah | Yakut | 144 |
|
625 |
+
| nhi | Tenango Nahuatl | 38 |
|
626 |
+
|
627 |
+
|
628 |
# Citation Information
|
629 |
|
630 |
```
|