大模型推理能力

The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning

Tianshi Zheng, Yixiang Chen, Chengxi Li, Chunyang Li, Qing Zong, Haochen Shi, Baixuan Xu, Yangqiu Song, Ginny Y. Wong, Simon See

机构 * The Hong Kong University of Science and Technology（香港科技大学） ； NVIDIA（英伟达） 纠错

专题命中 逻辑推理 ：chain-of-thought(title,abstract)；CoT(title,abstract)；reasoning(abstract)；分类 cs.CL

Comments Accepted by TMLR

MiRAGE: Misconception Detection with Retrieval-Guided Multi-Stage Reasoning and Ensemble Fusion

Cuong Van Duc, Thai Tran Quoc, Minh Nguyen Dinh Tuan, Tam Vu Duc, Son Nguyen Van, Hanh Nguyen Thi

机构 * Hanoi University of Science and Technology（河内科学技术大学） ； School of Computing, Phenikaa University（现象学大学计算机学院） ； Faculty of Interdisciplinary Digital Technology, Phenikaa University（现象学大学跨学科数字技术学院） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；logical reasoning(abstract)；分类 cs.AI

Active Thinking Model: A Goal-Directed Self-Improving Framework for Real-World Adaptive Intelligence

Hong Su

机构 * School of Computer Science, Chengdu University of Information Technology（信息工程大学计算机学院） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；logical reasoning(abstract)；分类 cs.AI

Knolling Bot: Teaching Robots the Human Notion of Tidiness

Yuhang Hu, Judah Goldfeder, Zhizhuo Zhang, Xinyue Zhu, Ruibo Liu, Philippe Wyder, Jiong Lin, Hod Lipson

机构 * Columbia University（哥伦比亚大学） 纠错

专题命中 逻辑推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Creative AI Track

PROPEX-RAG: Enhanced GraphRAG using Prompt-Driven Prompt Execution

Tejas Sarnaik, Manan Shah, Ravi Hegde

机构 * Indian Institute of Technology, Gandhinagar, Gujarat, India（印度理工学院冈丁加尔分校，古吉拉特邦，印度） 纠错

专题命中 逻辑推理 ：reasoning(abstract)

Comments Accepted in PReMI 2025