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ATTC Tool-integrated Reasoning

🚀 Getting Started

⚙️ Environment Setup

cd ATTC
pip install uv # if not install uv
uv venv --python 3.11
source .venv/bin/activate
uv pip install -r requirements.txt
git submodule update --init --recursive
# set .env 

⚖️ Evaluation

Here we evaluate ToRL-7B with ATTC using the following script. More examples can be found in ./scripts.

# ToRL-7B
bash scripts/confident/run_eval_math_torl.sh

Cheatsheet

Model Prompt Type
Qwen2.5-Math-7B-Instruct qwen-torl
ToRL-7B torl
Effective TIR-7B EffectiveCIR
VerlTool-7B torl
SimpleTIR-7B&32B simpleTIR
Qwen2.5-32B-Instruct qwen-torl
ReTool-32B&4B retool
Qwen3-4B-Instruct DemyAgent
DemyAgent-4B DemyAgent

About

Source code of paper "When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning"

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