Chain of Thought
Chain of Thought (CoT) prompting enhances the reasoning abilities of large language models (LLMs) by encouraging them to generate intermediate reasoning steps before arriving at a final answer. Current research focuses on improving CoT's effectiveness through techniques like multi-perspective verification, incorporating external knowledge (e.g., symbolic knowledge or multi-modal information), and optimizing the efficiency of the reasoning process (e.g., through compressed representations or adaptive sampling). This work is significant because it addresses limitations in LLMs' reasoning capabilities, leading to improved performance on complex tasks across diverse domains, including question answering, translation, and even medical diagnosis.
Papers - Page 7
RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
Haotian Xu, Xing Wu, Weinong Wang, Zhongzhi Li, Da Zheng, Boyuan Chen, Yi Hu, Shijia Kang, Jiaming Ji, Yingying Zhang, Zhijiang Guo+3Multi-round, Chain-of-thought Post-editing for Unfaithful Summaries
Yi-Hui Lee, Xiangci Li, Jessica Ouyang
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics
Ruilin Luo, Zhuofan Zheng, Yifan Wang, Yiyao Yu, Xinzhe Ni, Zicheng Lin, Jin Zeng, Yujiu YangTowards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though
Violet Xiang, Charlie Snell, Kanishk Gandhi, Alon Albalak, Anikait Singh, Chase Blagden, Duy Phung, Rafael Rafailov, Nathan Lile, Dakota Mahan+4Understanding Before Reasoning: Enhancing Chain-of-Thought with Iterative Summarization Pre-Prompting
Dong-Hai Zhu, Yu-Jie Xiong, Jia-Chen Zhang, Xi-Jiong Xie, Chun-Ming Xia
Virgo: A Preliminary Exploration on Reproducing o1-like MLLM
Yifan Du, Zikang Liu, Yifan Li, Wayne Xin Zhao, Yuqi Huo, Bingning Wang, Weipeng Chen, Zheng Liu, Zhongyuan Wang, Ji-Rong WenCoT-based Synthesizer: Enhancing LLM Performance through Answer Synthesis
Bohan Zhang, Xiaokang Zhang, Jing Zhang, Jifan Yu, Sijia Luo, Jie Tang
Multi-OphthaLingua: A Multilingual Benchmark for Assessing and Debiasing LLM Ophthalmological QA in LMICs
David Restrepo, Chenwei Wu, Zhengxu Tang, Zitao Shuai, Thao Nguyen Minh Phan, Jun-En Ding, Cong-Tinh Dao, Jack Gallifant, Robyn Gayle Dychiao+8Cognition Chain for Explainable Psychological Stress Detection on Social Media
Xin Wang, Boyan Gao, Yi Dai, Lei Cao, Liang Zhao, Yibo Yang, David Clifton