Author

Qi Liu

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Preprint Aug 2026

Incorporating Cognitive Load and Knowledge Transfer for Multi-Domain Knowledge Tracing

LT-MKT first integrates textual information from questions and their associated concepts to construct a Multi-domain Hierarchical Graph, leveraging the advanced representational capabilities of large language models (LLMs) to bridge isolated domains and proposes a novel method incorporating cognitive Load and knowledge...

Haotian Zhang, Shucun Wang, Jinze Wu et al. · 0 citations

Preprint Jul 2026

MathCoPilot: An Interactive System for Human-AI Symbiotic Paradigm of Mathematical Research

This paper systematically compares four state-of-the-art LLMs, including Gemini~3.1~Pro, GPT-5.4, and Claude~Opus~4, on a FormalMATH subset and on two real PDE theorems requiring deep domain expertise, evaluating their ability to produce verified Lean~4 proofs and to identify errors in deliberately incorrect proofs.

Junjie Zhang, Jia-Yin Liu, Wenbin Liu et al. · 1 citation