aryopg / Auto-Debias

Auto-Debias

requirments

- numpy
- torch
- transformers 

related files

We release the debiased model here.

generated biased prompt via beam search

python generate_prompts.py \
--debias_type   gender or race 
--model_type   bert or roberta or albert
--model_name_or_path  bert-base-uncased, etc

debiasing language models

python auto-debias.py
--debias_type    gender or race 
--model_type   bert or roberta or albert
--model_name_or_path  bert-base-uncased, etc
--prompts_file prompts_bert-base-uncased_gender

evaluation

SEAT

We run the SEAT using the code from Liang et al.

GLUE

We run GLUE from transformers.