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THREAD: Thinking Deeper with Recursive Spawning

Setup

The code to test THREAD on each benchmark is provided in the corresponding folder. For OpenAI models, please set the variable API_KEY to your OpenAI API key. For models from HuggingFace, please set the variable HF_auth_token to your HuggingFace User Access Token.

Dependencies and required datasets

For ALFWorld and WebShop, install and set up the environments from the source repositories alfworld, webshop. For TextCraft, please download the crafting recipes and store them in textcraft/textcraft/recipes. For the DataCommons QA benchmark, the dataset is provided directly. Due to restrictions with MIMIC-III data access, we cannot directly release the dataset for MIMIC-III ICU QA. However, upon gaining access to MIMIC- III following the instructions outlined at https://physionet.org/content/mimiciii/1.4/, you can reproduce the full dataset. Once you have access, please build the in-hospital-mortality dataset following the steps outlined here: mimic3-benchmarks. Following this, you should have a folder named in-hospital-mortality. Please set the MIMIC_DATA_DIR variable in mimiciii_icu_q/build_mimiciii_icu_qa.py to the path of this folder. build_mimiciii_icu_qa.py then creates the full MIMIC-III ICU QA dataset.

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