ART: Automatic multi-step reasoning and tool-use with large black-box language models

Requirements

Python>=3.8

pip install torch==1.8.2+cu111 torchtext==0.9.2 -f https://download.pytorch.org/whl/lts/1.8/torch_lts.html
pip install -r requirements.txt

Instructions

Sore OpenAI Api key in home directory as filename openai_api_key

Run Few-shot (Direct) prompting:

cd src/affordance/tasks
python ${task_name}.py \
--model_name text-davinci-002 \
--inference_strategy few_shot

Run Auto-CoT prompting:

cd src/affordance/tasks
python ${task_name}.py \
--model_name text-davinci-002 \
--inference_strategy auto_cot

Run ART prompting:

cd src/affordance/tasks
python ${task_name}.py \
--model_name text-davinci-002 \
--inference_strategy nl_program

Model names can be changed to code-davinci-002. Use --num_dev_examples 100 to quickly evaluate on fewer instances.