Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs

24 April 2024

Julian McAuley

Shuai Li

LRM

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Papers citing "Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs"

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Title
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution Chenghao Li Chaoning Zhang Yi Lu J. Zhang Qigan Sun X. Wang Jiwei Wei Guoqing Wang Yang Yang H. Shen LRM 50 1 0 13 Apr 2025
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning Kate Sanders Benjamin Van Durme LRM 23 1 0 04 Apr 2025
Entropy-based Exploration Conduction for Multi-step Reasoning Jinghan Zhang Xiting Wang Fengran Mo Yeyang Zhou Wanfu Gao Kunpeng Liu LRM 41 1 0 20 Mar 2025
Unveiling the Mathematical Reasoning in DeepSeek Models: A Comparative Study of Large Language Models Afrar Jahin Arif Hassan Zidan Yu Bao Shizhe Liang T. Liu W. Zhang LRM 53 1 0 13 Mar 2025
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Yuxuan Liang Ming Jin Stefan Zohren Dan Pei Y. Liu Qingsong Wen AI4TS LRM 63 2 0 03 Feb 2025
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models Junda Wu Xintong Li Ruoyu Wang Yu Xia Yuxin Xiong ... Xiang Chen B. Kveton Lina Yao Jingbo Shang Julian McAuley OffRL LRM 19 0 0 31 Oct 2024
Blind Spot Navigation in LLM Reasoning with Thought Space Explorer Jinghan Zhang Fengran Mo Xiting Wang Kunpeng Liu LM&Ro LRM 39 1 0 31 Oct 2024
Can Stories Help LLMs Reason? Curating Information Space Through Narrative Vahid Sadiri Javadi Johanne R. Trippas Yash Kumar Lal Lucie Flek 21 0 0 25 Oct 2024
AMR-Evol: Adaptive Modular Response Evolution Elicits Better Knowledge Distillation for Large Language Models in Code Generation Ziyang Luo Xin Li Hongzhan Lin Jing Ma Lidong Bing VLM 22 0 0 01 Oct 2024
Calibrating Reasoning in Language Models with Internal Consistency Zhihui Xie Jizhou Guo Tong Yu Shuai Li LRM 35 6 0 29 May 2024
FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models Hongyang Yang Boyu Zhang Neng Wang Cheng Guo Xiaoli Zhang ... Junlin Wang Tianyu Zhou Mao Guan Runjia Zhang Chris Wang AIFin AI4CE 41 5 1 23 May 2024
Attacks, Defenses and Evaluations for LLM Conversation Safety: A Survey Zhichen Dong Zhanhui Zhou Chao Yang Jing Shao Yu Qiao ELM 26 18 0 14 Feb 2024
Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited Examples Qingkai Zeng Yuyang Bai Zhaoxuan Tan Shangbin Feng Zhenwen Liang Zhihan Zhang Meng-Long Jiang AI4CE 32 10 0 12 Feb 2024
SpeechGPT-Gen: Scaling Chain-of-Information Speech Generation Dong Zhang Xin Zhang Jun Zhan Shimin Li Yaqian Zhou Xipeng Qiu AuLLM BDL 25 2 0 24 Jan 2024
Chain of LoRA: Efficient Fine-tuning of Language Models via Residual Learning Wenhan Xia Chengwei Qin Elad Hazan 38 52 0 08 Jan 2024
CoAScore: Chain-of-Aspects Prompting for NLG Evaluation Peiyuan Gong Jiaxin Mao ELM 35 10 0 16 Dec 2023
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models W. Yu Hongming Zhang Xiaoman Pan Kaixin Ma Hongwei Wang Dong Yu KELM RALM LRM 48 101 0 15 Nov 2023
Towards Better Chain-of-Thought Prompting Strategies: A Survey Zihan Yu Liang He Zhen Wu Xinyu Dai Jiajun Chen LRM 110 22 0 08 Oct 2023
Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources Xingxuan Li Ruochen Zhao Yew Ken Chia Bosheng Ding Shafiq R. Joty Soujanya Poria Lidong Bing HILM BDL LRM 69 85 0 22 May 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 190 283 0 03 May 2023
NELLIE: A Neuro-Symbolic Inference Engine for Grounded, Compositional, and Explainable Reasoning Nathaniel Weir Peter Clark Benjamin Van Durme ReLM NAI LRM 37 3 0 16 Sep 2022
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech Fan Huang Haewoon Kwak Jisun An LRM 39 14 0 11 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 277 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022