作者位次 #8/10ACL 2026Findings· Findings of ACL
Logical Structure as Knowledge: Enhancing LLM Reasoning via Structured Logical Knowledge Density Estimation
Zhen Bi · Zhenlin Hu · Xueshu Chen · Mingyang Chen · Cheng Deng · Yida Xue · Zhen Wang · Qing Shen · Ningyu Zhang · Jungang Lou
摘要
The reasoning capabilities of Large Language Models (LLMs) are increasingly attributed to training data quality rather than mere parameter scaling. However, existing data-centric paradigms often equate quality with factuality or diversity and ignore the internal logical complexity of training sam...