3 papers
cs.CL2025
MathVC: An LLM-Simulated Multi-Character Virtual Classroom for Mathematics Education
Murong Yue, Wenhan Lyu, Jennifer Suh +2
Collaborative problem solving (CPS) is essential in mathematics education, fostering deeper learning through the exchange of ideas. Yet, classrooms often lack the resources, time,…
cs.AI2025
DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search
Murong Yue, Wenlin Yao, Haitao Mi +3
Enhancing the capability of large language models (LLMs) in reasoning has gained significant attention in recent years. Previous studies have demonstrated the effectiveness of vari…
cs.CR2025
Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack
Murong Yue, Ziyu Yao
Batch prompting, which combines a batch of multiple queries sharing the same context in one inference, has emerged as a promising solution to reduce inference costs. However, our s…