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arXiv3h ago
5.3

Reasoning Fails Where Step Flow Breaks

Xiaoyu Xu, Yulan Pan, Xiaosong Yuan, Zhihong Shen, Minghao Su, Yuanhao Su, Xiaofeng Zhang

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty8/10
Categorypaper
Topics
reasoninginterpretabilityanalysisllm

Opportunity Brief

Build a library that visualizes reasoning traces by mapping attention-gradient scores directly to chain-of-thought steps. This would help developers debug why specific logic chains fail or hallucinate.

Suggested repo: step-saliency

"See exactly which reasoning step led your model astray."

Estimated effort: 40h