Author

Linyi Yang

3 papers indexed here

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#artificial intelligence Preprint Nov 2025

Superficial Reflection or Genuine Thought? A Fine-Grained Cognitive Analysis of Large Reasoning Models

Motivated by the observed human-like behaviours in Large Reasoning Models (LRMs), this paper introduces a comprehensive taxonomy to characterise atomic reasoning steps and analyse the reasoning behaviours of LRMs. Grounded in human cognitive processes, we propose a taxonomy comprising five groups and seventeen categori...

Yu-Xiang Chen, Zuohan Wu, Ziwei Wang et al. · 0 citations

#natural language process... Jun 2026

Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills

Notes2Skills is presented, a two-stage framework for turning lab notebooks into verifiable skills for scientific AI agents while preserving the author's certainty, showing that certainty preservation is a key missing piece between lab notebooks and reliable agent skills, opening a path toward safer AI co-scientist syst...

S. Liu, Jiayao Chen, Cheng-Wei Qin et al. · arXiv.org · 1 citation

#artificial intelligence Preprint Aug 2026

Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence

Mechanist is an agentic system that uses AI as a scientific instrument for the autonomous discovery of mechanisms underlying AI intelligence, and develops a mechanism theory of belief, revealing how models represent world knowledge, form beliefs, infer the beliefs of others, and how these mechanisms emerge during pretr...

Mengru Wang, Jun-Feng Fang, Shuo-Fei Qiao et al. · 1 citation