Showing cs.AIShow all
2 papers · 1 filter
cs.AI2026
Reinforcement Inference: Leveraging Uncertainty for Self-Correcting Language Model Reasoning
Xinhai Sun
Modern large language models (LLMs) are often evaluated and deployed under a one-shot, greedy inference protocol, especially in professional settings that require deterministic beh…
cs.AI2025
Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment
Jiahuan Pei, Fanghua Ye, Xin Sun +3
Large language models (LLMs) have advanced virtual educators and learners, bridging NLP with AI4Education. Existing work often lacks scalability and fails to leverage diverse, larg…