README.md

ProcessBench

📄 [paper] 🤗 [data]

This is the official repository for paper "ProcessBench: Identifying Process Errors in Mathematical Reasoning"

If you find this work relevant or helpful to your work, please kindly cite us:

@article{processbench,
  title={ProcessBench: Identifying Process Errors in Mathematical Reasoning}, 
  author={
    Chujie Zheng and Zhenru Zhang and Beichen Zhang and Runji Lin and Keming Lu and
    Bowen Yu and Dayiheng Liu and Jingren Zhou and Junyang Lin
  },
  journal={arXiv preprint arXiv:2412.06559},
  year={2024}
}

News

• [12/13/2024] Released the evaluation code for the RLHFlow PRMs
• [12/11/2024] Released the evaluation code and the data on HuggingFace
• [12/10/2024] Released the paper on arXiv

Data Usage

You can use the following code to preview the ProcessBench data:

import json
from datasets import load_dataset

dataset = load_dataset('Qwen/ProcessBench', split='gsm8k')
print(json.dumps(dataset[0], indent=2))

# Expected output:
"""
{
  "id": "gsm8k-0",
  "generator": "Qwen2-7B-Instruct",
  "problem": "Sue lives in a fun neighborhood...",
  "steps": [
    "To find out how many more pink plastic flamingos were out than...",
    ...
  ],
  "final_answer_correct": false,
  "label": 1
}
"""

Evaluation

You can refer to the code folder for the evaluation code and the prompt templates we use in this work