2 papers
cs.AI2026
Beyond Answer Voting: Fine-Grained Correction of LLM Reasoning through Graph Alignment across Sampled Traces
Haotian Liu, Yingjian Chen, Xiaohang Xu +4
Large language models increasingly tackle tasks that require multi-step reasoning, where errors in intermediate claims can affect the final answer. Self-consistency (SC) improves r…
cs.CL2026
Beyond Belief Nesting: Rethinking Higher-Order Theory of Mind in Large Language Models
Shanshan You, Zhengqi Wang, Hao Liu +4
Theory of mind (ToM), the ability to reason about others' mental states, underlies effective communication and coordination. Its higher-order form enables reasoning over nested per…