A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges

Y Yan, J Su, J He, F Fu, X Zheng, Y Lyu… - arxiv preprint arxiv …, 2024 - arxiv.org
Mathematical reasoning, a core aspect of human cognition, is vital across many domains,
from educational problem-solving to scientific advancements. As artificial general …

Knowledge is Power: Harnessing Large Language Models for Enhanced Cognitive Diagnosis

Z Dong, J Chen, F Wu - arxiv preprint arxiv:2502.05556, 2025 - arxiv.org
Cognitive Diagnosis Models (CDMs) are designed to assess students' cognitive states by
analyzing their performance across a series of exercises. However, existing CDMs often …

Comprehend Then Predict: Prompting Large Language Models for Recommendation with Semantic and Collaborative Data

Z Dong, L Hu, J Chen, Z Wang, F Wu - ACM Transactions on Information … - dl.acm.org
Recommender systems primarily utilize user-item interactions (ie, collaborative information)
and auxiliary textual information (ie, semantic information) to infer user preferences and …