Reproduction of ICLR 2023 paper "ReAct: Synergizing Reasoning and Acting in Language Models". Developed as part of an application for EEML 2025, Sarajevo, Bosnia and Herzegovina.
- Python 3.9+
- Conda (for environment management)
Clone the repository and install dependencies:
git clone https://github.com/AStroCvijo/react_reproduction.git
cd react_reproduction
conda create --name react python=3.9
conda activate react
conda install -c conda-forge libstdcxx-ng
pip install -r requirements.txt| Name | Description | Command |
|---|---|---|
| Standard | Standard inference (no reasoning/acting) | ./scripts/fever/standard.sh |
| CoT | Chain-of-Thought (CoT) | ./scripts/fever/cot.sh |
| CoT-SC | CoT with self-consistency (21 samples) | ./scripts/fever/cot_sc.sh |
| Act | Action-only (no reasoning) | ./scripts/fever/act.sh |
| ReAct | ReAct (reasoning + acting) | ./scripts/fever/react.sh |
| CoT-SC -> ReAct | CoT with self-consistency and ReAct hybrid | ./scripts/fever/cot_sc_react.sh |
| ReAct -> CoT-SC | ReAct and CoT with self-consistency hybrid | ./scripts/fever/react_cot_sc.sh |
| Name | Description | Command |
|---|---|---|
| Standard | Standard inference (no reasoning/acting) | ./scripts/hotpotqa/standard.sh |
| CoT | Chain-of-Thought (CoT) | ./scripts/hotpotqa/cot.sh |
| CoT-SC | CoT with self-consistency (21 samples) | ./scripts/hotpotqa/cot_sc.sh |
| Act | Action-only (no reasoning) | ./scripts/hotpotqa/act.sh |
| ReAct | ReAct (reasoning + acting) | ./scripts/hotpotqa/react.sh |
| CoT-SC -> ReAct | CoT with self-consistency and ReAct hybrid | ./scripts/hotpotqa/cot_sc_react.sh |
| ReAct -> CoT-SC | ReAct and CoT with self-consistency hybrid | ./scripts/hotpotqa/react_cot_sc.sh |
| Name | Description | Command |
|---|---|---|
| Act | Action-only (no reasoning) | ./scripts/alfworld/act.sh |
| ReAct | ReAct (reasoning + acting) | ./scripts/alfworld/react.sh |
| Name | Description | Command |
|---|---|---|
| Act | Action-only (no reasoning) | ./scripts/webshop/act.sh |
| ReAct | ReAct (reasoning + acting) | ./scripts/webshop/react.sh |
| Argument | Description | Default | Options |
|---|---|---|---|
| -ds, --data_set | Dataset selection | FEVER | FEVER, HotpotQA, ALFWorld, WebShop |
| -ps, --prompt_style | Prompt style to use | ReAct | ReAct, Act, CoT, Standard, CoT-SC-ReAct, ReAct-CoT-SC |
| -ns, --num_samples | Number of samples to generate | 1 | Any positive integer |
| -t, --tempreture | Temperature setting for response variability | 0.0 | Any float value (0.0 to 1.0) |
For detailed experiments and evaluations, please refer to the following document: