Pre-trained Language Models as Prior Knowledge for Playing Text-based Games [arxiv]
Set up:
conda create -n {yourenvname} python=3.7 anaconda
pip install torch==1.4 transformers==2.5.1 jericho fasttext wandb importlib_metadata
python -m spacy download en_core_web_sm
git clone repoGet the trained distillBERT here.
OR Run LM training from dbert_train folder.
Run RL training:
conda activate {yourenvname}
cd repo/dbert_drrn
python train.py --rom_path ../games/{gamefilename} --lm_path {lm_path} --output_dir ./logsGet more game engines here.
The code borrows from CALM and huggingface.
If you want to use our work in your research, please cite:
@misc{singh2021pretrained,
title={Pre-trained Language Models as Prior Knowledge for Playing Text-based Games},
author={Ishika Singh and Gargi Singh and Ashutosh Modi},
year={2021},
eprint={2107.08408},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
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