Assessing syntactic abilities of BERT

Related tags

Deep Learning bert-syntax
Overview

BERT-Syntax

Assesing the syntactic abilities of BERT.

What

Evaluate Google's BERT-Base and BERT-Large models on the syntactic agreement datasets from Linzen, Goldberg and Dupoux 2016 and Marvin and Linzen 2018 and Gulordava et al 2018.

This is quite messy, as I hacked it together between things here and there. But I also believe it is accurate. This lists the data files and shows how to run the evaluation. For more details and results, see the arxiv report.

Data Files

Data taken from the github repos of Linzen, Goldberg and Dupoux (LGD), Marvin and Linzen (ML), and Gulordava et al.

File Description
marvin_linzen_dataset.tsv stimuli from Marvin and Linzen. I dumped it from the pickle files of ML
wiki.vocab from LGD, used for verb inflections (wiki.vocab)
lgd_dataset.tsv processed data from LGD
generated.tab data from Gulordava et al (generated.tab)

lgd_dataset.tsv is created by

wget http://tallinzen.net/media/rnn_agreement/agr_50_mostcommon_10K.tsv.gz
gunzip agr_50_mostcommon_10K.tsv.gz
python make_linzen_goldberg_testset.py > lgd_dataset.tsv

Obtaining the results

pip install pytorch_pretrained_bert

python eval_bert.py > results/lgd_results_large.txt
python eval_bert.py base > results/lgd_results_base.txt
python eval_bert.py marvin > results/marvin_results_large.txt
python eval_bert.py marvin base > results/marvin_results_base.txt
python eval_bert.py gul > results/gulordava_results_large.txt
python eval_bert.py gul base > results/gulordava_results_base.txt

Generating tables (for the PDF)

python gen_marvin_tbl.py 
python gen_lgd_tbl.py
python gen_gul_tbl.py
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Comments
  • FileNotFoundError (lgd_dataset_with_is_are)

    FileNotFoundError (lgd_dataset_with_is_are)

    (BERT-Syntax) ant@..:~/.../bert-syntax$ python eval_bert.py | tee results/lgd_results_large.txt using model: bert-large-uncased 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1248501532/1248501532 [18:31<00:00, 1123474.91B/s] 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 231508/231508 [00:00<00:00, 243357.01B/s] Traceback (most recent call last): File "eval_bert.py", line 128, in eval_lgd() File "eval_bert.py", line 81, in eval_lgd for i,line in enumerate(open("lgd_dataset_with_is_are.tsv",encoding="utf8")): FileNotFoundError: [Errno 2] No such file or directory: 'lgd_dataset_with_is_are.tsv'

    opened by antgr 2
  • Modifications to run with python 3

    Modifications to run with python 3

    Modifications to run with python 3: file-> open iteritems -> items

    - for line in file(vocab_file): + for line in open(vocab_file):

    - for word, count in vbz.iteritems(): + for word, count in vbz.items():

    - for word, count in nn.iteritems(): + for word, count in nn.items():

    opened by antgr 0
  • Results, please :)

    Results, please :)

    I have yet to run your code to check the results. However, it'd be great to have the tables available in the README.

    I'd check the paper, but the link to your arxiv report leads to: https://arxiv.org/abs/TBD.

    opened by dav-ell 1
Owner
Yoav Goldberg
Yoav Goldberg
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