Haowei Liu

CriticBench: Benchmarking LLMs for Critique-Correct Reasoning

2024

The ability of Large Language Models (LLMs) to critique and refine their reasoning is crucial for their application in evaluation, feedback provision, and self-improvement.This paper introduces CRITICBENCH, a comprehensive benchmark designed to assess LLMs' abilities …

A Survey on Feedback-based Multi-step Reasoning for Large Language Models on Mathematics

2025 · arXiv (Cornell University)

Recent progress in large language models (LLM) found chain-of-thought prompting strategies to improve the reasoning ability of LLMs by encouraging problem solving through multiple steps. Therefore, subsequent research aimed to integrate the multi-step reasoning process …