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Complexity-Based Prompting for Multi-Step Reasoning

3 October 2022

Papers citing "Complexity-Based Prompting for Multi-Step Reasoning"

50 / 327 papers shown

Title
SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling Md Imbesat Hassan Rizvi Xiaodan Zhu Iryna Gurevych LRM 48 0 0 18 Jun 2025
Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot Xiang Cheng Chengyan Pan Minjun Zhao Deyang Li Fangchao Liu Xinyu Zhang Xiao Zhang Yong Liu ReLM LRM 48 0 0 17 Jun 2025
Doppelganger Method: Breaking Role Consistency in LLM Agent via Prompt-based Transferable Adversarial Attack Daewon Kang YeongHwan Shin Doyeon Kim Kyu-Hwan Jung Meong Hi Son AAML SILM 84 0 0 17 Jun 2025
Weakest Link in the Chain: Security Vulnerabilities in Advanced Reasoning Models Arjun Krishna Aaditya Rastogi Erick Galinkin AAML ELM LRM 24 0 0 16 Jun 2025
Sample Efficient Demonstration Selection for In-Context Learning Kiran Purohit Venktesh V Sourangshu Bhattacharya Avishek Anand 50 0 0 10 Jun 2025
Efficient Post-Training Refinement of Latent Reasoning in Large Language Models Xinyuan Wang Dongjie Wang Wangyang Ying Haoyue Bai Nanxu Gong Sixun Dong Kunpeng Liu Yanjie Fu ReLM LRM 58 0 0 10 Jun 2025
From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium Xie Yi Zhanke Zhou Chentao Cao Qiyu Niu Tongliang Liu Bo Han 30 0 0 09 Jun 2025
Com $^2$ : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models Kai Xiong Xiao Ding Yixin Cao Yuxiong Yan Li Du Yufei Zhang Jinglong Gao Jiaqian Liu Bing Qin Ting Liu ReLM LRM 47 0 0 08 Jun 2025
Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs Hongming Yang Shi Lin Jun Shao Changting Lin Donghai Zhu Meng Han Qinglei Kong 29 0 0 06 Jun 2025
Selecting Demonstrations for Many-Shot In-Context Learning via Gradient Matching J. Zhang Bei Li Jun Bai Rumei Li Yanmeng Wang Chenghua Lin Wenge Rong 110 0 0 05 Jun 2025
Exchange of Perspective Prompting Enhances Reasoning in Large Language Models Lin Sun Can Zhang LRM 65 0 0 04 Jun 2025
Prompt Candidates, then Distill: A Teacher-Student Framework for LLM-driven Data Annotation Mingxuan Xia Haobo Wang Yixuan Li Zewei Yu Jindong Wang Junbo Zhao Runze Wu 97 1 0 04 Jun 2025
Adaptive Graph Pruning for Multi-Agent Communication Boyi Li Zhonghan Zhao Der-Horng Lee Gaoang Wang LLMAG 60 0 0 03 Jun 2025
RRO: LLM Agent Optimization Through Rising Reward Trajectories Zilong Wang Jingfeng Yang Sreyashi Nag Samarth Varshney Xianfeng Tang Haoming Jiang Jingbo Shang Sheikh Sarwar LRM 53 0 0 27 May 2025
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning Qiguang Chen Libo Qin Jinhao Liu Yue Liao Jiaqi Wang Jingxuan Zhou Wanxiang Che LRM 53 0 0 19 May 2025
When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs Xiaomin Li Zhou Yu Zhiwei Zhang Xupeng Chen Ziji Zhang Yingying Zhuang Narayanan Sadagopan Anurag Beniwal LRM 116 2 0 16 May 2025
Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Yexiang Liu Zekun Li Zhi Fang Nan Xu Ran He Tieniu Tan LRM 80 0 0 16 May 2025
Pre-Act: Multi-Step Planning and Reasoning Improves Acting in LLM Agents Mrinal Rawat Ambuje Gupta Rushil Goomer Alessandro Di Bari Neha Gupta Roberto Pieraccini LLMAG LRM 116 0 0 15 May 2025
Incomplete In-context Learning Wenqiang Wang Yangshijie Zhang 90 0 0 12 May 2025
MOOSComp: Improving Lightweight Long-Context Compressor via Mitigating Over-Smoothing and Incorporating Outlier Scores Fengwei Zhou Jiafei Song Wenjin Jason Li Gengjian Xue Zhikang Zhao Yichao Lu Bailin Na 65 1 0 23 Apr 2025
a1: Steep Test-time Scaling Law via Environment Augmented Generation Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Yuyao Ge Jun Wan Yurong Wu Xueqi Cheng LRM 85 3 0 20 Apr 2025
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li Peng Fang Zhan Shi Arijit Khan Fang Wang Dan Feng Weihao Wang Xin Zhang Yongjian Cui ReLM LRM 131 1 0 18 Apr 2025
Short-Path Prompting in LLMs: Analyzing Reasoning Instability and Solutions for Robust Performance Zuoli Tang Junjie Ou Kaiqin Hu Chunwei Wu Zhaoxin Huan Chilin Fu Xiaolu Zhang Jun Zhou Chenliang Li ReLM LRM 67 0 0 13 Apr 2025
Making Large Language Models Better Reasoners with Orchestrated Streaming Experiences Xiangyang Liu Junliang He Xipeng Qiu ReLM LRM 116 0 0 01 Apr 2025
TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers' Guidance Jingxian Xu Mengyu Zhou Wen Liu Hanbing Liu Shi Han Dongmei Zhang LRM 89 3 0 31 Mar 2025
Scaling Auditory Cognition via Test-Time Compute in Audio Language Models Ting Dang Yan Gao Hong Jia 89 0 0 30 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 130 1 0 22 Mar 2025
CoKe: Customizable Fine-Grained Story Evaluation via Chain-of-Keyword Rationalization Brihi Joshi Sriram Venkatapathy Mohit Bansal Nanyun Peng Haw-Shiuan Chang LRM 135 0 0 21 Mar 2025
Dancing with Critiques: Enhancing LLM Reasoning with Stepwise Natural Language Self-Critique Yuezun Li Jiahao Xu Tian Liang Xingyu Chen Zhiwei He ... Rui Wang Zizhuo Zhang Zhaopeng Tu Haitao Mi Dong Yu LRM 90 3 0 21 Mar 2025
Entropy-based Exploration Conduction for Multi-step Reasoning Jinghan Zhang Xiting Wang Fengran Mo Yeyang Zhou Wanfu Gao Kunpeng Liu LRM 127 5 0 20 Mar 2025
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer Honglin Lin Zhuoshi Pan Yu Li Qizhi Pei Xin Gao Mengzhang Cai Zeang Sheng Lijun Wu OffRL LRM 100 1 0 19 Mar 2025
Pensez: Less Data, Better Reasoning -- Rethinking French LLM Huy Hoang Ha ReLM LRM 106 1 0 17 Mar 2025
Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models Shaotian Yan Chen Shen Wenxiao Wang Liang Xie Junjie Liu Jieping Ye ReLM LRM 122 3 0 14 Mar 2025
Compositional Translation: A Novel LLM-based Approach for Low-resource Machine Translation A. Zebaze Benoît Sagot Rachel Bawden 136 1 0 06 Mar 2025
Process-based Self-Rewarding Language Models Shimao Zhang Xiao Liu Xin Zhang Junxiao Liu Zheheng Luo Shujian Huang Yeyun Gong ReLM SyDa LRM 147 11 0 05 Mar 2025
Multidimensional Consistency Improves Reasoning in Language Models Huiyuan Lai Xiao Zhang Malvina Nissim LRM 68 0 0 04 Mar 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 186 37 0 27 Feb 2025
Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning Yanan Chen Ali Pesaranghader Tanmana Sadhu LRM 125 0 0 26 Feb 2025
Beyond In-Distribution Success: Scaling Curves of CoT Granularity for Language Model Generalization Ru Wang Wei Huang Selena Song Haoyu Zhang Yusuke Iwasawa Y. Matsuo Jiaxian Guo OODD LRM 135 3 0 25 Feb 2025
Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling Yiwen Ding Zhiheng Xi Wei He Zhuoyuan Li Yitao Zhai Xiaowei Shi Xunliang Cai Tao Gui Qi Zhang Xuanjing Huang LRM 182 6 0 24 Feb 2025
MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs Andreas Opedal Haruki Shirakami Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 154 3 0 17 Feb 2025
AURORA:Automated Training Framework of Universal Process Reward Models via Ensemble Prompting and Reverse Verification Jue Chen Tianchu Yao Chao Qu Bin Li Minghao Yang ... Haozhe Wang Xihe Qiu Wei Chu Yinghui Xu Yuan Qi OffRL LRM 111 2 0 17 Feb 2025
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs Qi Zhao Hongyu Yang Qi Song Xinwei Yao Xiangyang Li 145 0 0 17 Feb 2025
Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error Correction Wei Li Wen Luo Guangyue Peng Houfeng Wang 184 0 0 12 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang Yisen Wang LRM 165 51 0 11 Feb 2025
EvoFlow: Evolving Diverse Agentic Workflows On The Fly Guibin Zhang Kaijie Chen Guancheng Wan Heng Chang Hong Cheng Kaidi Wang Shuyue Hu Lei Bai 287 6 0 11 Feb 2025
Rationalization Models for Text-to-SQL Gaetano Rossiello Nhan Pham Michael R. Glass Junkyu Lee Shankar Subramanian ReLM LRM 210 0 0 10 Feb 2025
Multi-agent Architecture Search via Agentic Supernet Guibin Zhang Luyang Niu Sihang Li Kaidi Wang Lei Bai Xinyu Wang 230 16 0 06 Feb 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning Xiangru Tang Tianyu Hu Muyang Ye Yanjun Shao Xunjian Yin ... Pan Lu Zhuosheng Zhang Yilun Zhao Arman Cohan Mark B. Gerstein LLMAG LRM AI4CE 125 14 0 11 Jan 2025
Understanding 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 ReLM LRM 67 0 0 08 Jan 2025