# Improving Mathematical Reasoning Capabilities in Large Language Models via Reasoning Process Error Classification

Source: https://arxiv.org/abs/2609.15145
Published: 2026-09-14
Status: unreviewed source report

## Source excerpt (up to 25 words)

> The reasoning ability of large language models (LLMs) is a critical factor for practical LLM-based applications. To investigate the current reasoning capability of LLMs, we

## Review question

Check the benchmark version, sampling budget, data contamination controls, human interventions and proof-review method. A final answer or benchmark score is not evidence that every reasoning step is valid.

No independent proof check or claim of peer review.