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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
Enhancing Document-level Argument Extraction with Definition-augmented Heuristic-driven Prompting for LLMs Tongyue Sun Jiayi Xiao 93 0 0 30 Aug 2024
Benchmarking Large Language Models for Math Reasoning Tasks Kathrin Seßler Yao Rong Emek Gözlüklü Enkelejda Kasneci LRM 61 4 0 20 Aug 2024
Leveraging Web-Crawled Data for High-Quality Fine-Tuning Jing Zhou Chenglin Jiang Wei Shen Xiao Zhou Xiaonan He ALM 90 4 0 15 Aug 2024
Navigating the Noisy Crowd: Finding Key Information for Claim Verification Haisong Gong Huanhuan Ma Qiang Liu Shu Wu Liang Wang 96 1 0 17 Jul 2024
Prompting Techniques for Secure Code Generation: A Systematic Investigation Catherine Tony Nicolás E. Díaz Ferreyra Markus Mutas Salem Dhiff Riccardo Scandariato SILM 161 14 0 09 Jul 2024
Retrieved In-Context Principles from Previous Mistakes Hao Sun Yong Jiang Bo Wang Yingyan Hou Yan Zhang Pengjun Xie Fei Huang 96 1 0 08 Jul 2024
RVISA: Reasoning and Verification for Implicit Sentiment Analysis Wenna Lai H. Xie Guandong Xu Qing Li LRM 88 3 0 02 Jul 2024
DynaThink: Fast or Slow? A Dynamic Decision-Making Framework for Large Language Models Jiabao Pan Yan Zhang Chen Zhang Zuozhu Liu Hongwei Wang Haizhou Li LRM 49 7 0 01 Jul 2024
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs Xin Lai Zhuotao Tian Yukang Chen Senqiao Yang Xiangru Peng Jiaya Jia LRM 180 126 0 26 Jun 2024
Human-AI collectives produce the most accurate differential diagnoses N. Zöller Julian Berger Irving Lin Nathan Fu Jayanth S Komarneni ... Benjamin Harack Eugene A. Chu V. Trianni Ralf H. J. M. Kurvers Stefan M. Herzog LM&MA 61 1 0 21 Jun 2024
ICLEval: Evaluating In-Context Learning Ability of Large Language Models Wentong Chen Yankai Lin ZhenHao Zhou HongYun Huang Yantao Jia Bo Zhao Ji-Rong Wen ELM 88 4 0 21 Jun 2024
Does GPT Really Get It? A Hierarchical Scale to Quantify Human vs AI's Understanding of Algorithms Mirabel Reid Santosh Vempala ELM 93 0 0 20 Jun 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 97 62 0 20 Jun 2024
SeCoKD: Aligning Large Language Models for In-Context Learning with Fewer Shots Weixing Wang Haojin Yang Christoph Meinel 75 0 0 20 Jun 2024
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback Bofei Gao Zefan Cai Runxin Xu Peiyi Wang Ce Zheng ... Chang Zhou Wen Xiao Junjie Hu Tianyu Liu Baobao Chang LRM 117 22 0 20 Jun 2024
When Parts are Greater Than Sums: Individual LLM Components Can Outperform Full Models Ting-Yun Chang Jesse Thomason Robin Jia 115 5 0 19 Jun 2024
DetectBench: Can Large Language Model Detect and Piece Together Implicit Evidence? Zhouhong Gu Lin Zhang Xiaoxuan Zhu Jiangjie Chen Wenhao Huang ... Shusen Wang Zheyu Ye Yan Gao Hongwei Feng Yanghua Xiao RALM 80 2 0 18 Jun 2024
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression Yufan Zhu Zi-Yu Khoo Jonathan Sze Choong Low Stephane Bressan AI4Ed 140 2 0 17 Jun 2024
Efficient Prompting for LLM-based Generative Internet of Things Bin Xiao B. Kantarci Jiawen Kang Dusit Niyato Mohsen Guizani 92 22 0 14 Jun 2024
Mixture-of-Agents Enhances Large Language Model Capabilities Junlin Wang Jue Wang Ben Athiwaratkun Ce Zhang James Zou LLMAG AIFin 110 138 0 07 Jun 2024
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models Ling Yang Zhaochen Yu Tianjun Zhang Shiyi Cao Minkai Xu Wentao Zhang Joseph E. Gonzalez Bin Cui LLMAG LM&Ro LRM KELM 127 45 0 06 Jun 2024
Tool-Planner: Task Planning with Clusters across Multiple Tools Yanming Liu Xinyue Peng Jiannan Cao Jiannan Cao Xuhong Zhang Sheng Cheng Xun Wang Xun Wang Jianwei Yin Tianyu Du LLMAG 65 4 0 06 Jun 2024
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools Avi Caciularu Alon Jacovi Eyal Ben-David Sasha Goldshtein Tal Schuster Jonathan Herzig G. Elidan Amir Globerson LMTD 90 4 0 05 Jun 2024
Improve Mathematical Reasoning in Language Models by Automated Process Supervision Liangchen Luo Yinxiao Liu Rosanne Liu Samrat Phatale Harsh Lara ... Lei Shu Yun Zhu Lei Meng Jiao Sun Abhinav Rastogi LRM 141 193 0 05 Jun 2024
Bi-Chainer: Automated Large Language Models Reasoning with Bidirectional Chaining Shuqi Liu Bowei He Linqi Song LRM 87 1 0 05 Jun 2024
mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models Huiyuan Lai Malvina Nissim LRM 137 19 0 04 Jun 2024
E-ICL: Enhancing Fine-Grained Emotion Recognition through the Lens of Prototype Theory Zhou Yang Zhou Yang Chenglong Ye Yufeng Wang Haizhou Sun Chao Chen Xiaofei Zhu Yunbing Wu Xiangwen Liao 195 1 0 04 Jun 2024
Harnessing Business and Media Insights with Large Language Models Yujia Bao Ankit Parag Shah Neeru Narang Jonathan Rivers Rajeev Maksey ... Gyuhak Kim Dengpan Yin Don Hejna Mo Nomeli Wei Wei AIFin 87 5 0 02 Jun 2024
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 199 14 0 23 May 2024
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models Qiji Zhou Ruochen Zhou Zike Hu Panzhong Lu Siyang Gao Yue Zhang LRM 106 17 0 22 May 2024
Aggregation of Reasoning: A Hierarchical Framework for Enhancing Answer Selection in Large Language Models Zhangyue Yin Qiushi Sun Qipeng Guo Zhiyuan Zeng Xiaonan Li ... Qinyuan Cheng Ding Wang Xiaofeng Mou Xipeng Qiu XuanJing Huang LRM 96 4 0 21 May 2024
Fine-Tuning Large Vision-Language Models as Decision-Making Agents via Reinforcement Learning Yuexiang Zhai Hao Bai Zipeng Lin Jiayi Pan Shengbang Tong ... Alane Suhr Saining Xie Yann LeCun Yi-An Ma Sergey Levine LLMAG LRM 143 81 0 16 May 2024
Hypothesis Testing Prompting Improves Deductive Reasoning in Large Language Models Yitian Li Jidong Tian Hao He Yaohui Jin LRM ReLM 74 2 0 09 May 2024
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought Zhuoxuan Jiang Haoyuan Peng Shanshan Feng Fan Li Dongsheng Li KELM LRM 110 16 0 09 May 2024
pFedLVM: A Large Vision Model (LVM)-Driven and Latent Feature-Based Personalized Federated Learning Framework in Autonomous Driving Wei-Bin Kou Qingfeng Lin Ming Tang Sheng Xu Rongguang Ye ... Shuai Wang Guofa Li Zhenyu Chen Guangxu Zhu Yik-Chung Wu FedML 123 13 0 07 May 2024
Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models Leonardo Ranaldi André Freitas LRM ReLM 93 16 0 01 May 2024
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering Yao Xu Shizhu He Jiabei Chen Zihao Wang Yangqiu Song Hanghang Tong Kang Liu Jun Zhao 92 28 0 23 Apr 2024
Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems Qihuang Zhong Kang Wang Ziyang Xu Juhua Liu Liang Ding Bo Du LRM AIMat 170 4 0 23 Apr 2024
PARAMANU-GANITA: Can Small Math Language Models Rival with Large Language Models on Mathematical Reasoning? Mitodru Niyogi Arnab Bhattacharya LRM ReLM 65 0 0 22 Apr 2024
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? Chengwei Qin Wenhan Xia Tan Wang Fangkai Jiao Yuchen Hu Bosheng Ding Ruirui Chen Shafiq Joty LRM 129 5 0 19 Apr 2024
Learn from Failure: Fine-Tuning LLMs with Trial-and-Error Data for Intuitionistic Propositional Logic Proving Chenyang An Zhibo Chen Qihao Ye Emily First Letian Peng Jiayun Zhang Zihan Wang Sorin Lerner Jingbo Shang LRM 161 8 0 10 Apr 2024
Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study H. Du Jianan Zhao Yang Zhao Shaochong Xu Xihong Lin Yiran Chen Lauren M. Gardner H. Yang 65 3 0 10 Apr 2024
A Survey on the Integration of Generative AI for Critical Thinking in Mobile Networks Athanasios Karapantelakis Alexandros Nikou Ajay Kattepur Jean Martins Leonid Mokrushin S. Mohalik Marin Orlic Aneta Vulgarakis Feljan 94 2 0 10 Apr 2024
Learning From Correctness Without Prompting Makes LLM Efficient Reasoner Yuxuan Yao Han Wu Zhijiang Guo Biyan Zhou Jiahui Gao Sichun Luo Hanxu Hou Xiaojin Fu Linqi Song LLMAG LRM 133 10 0 28 Mar 2024
ChainLM: Empowering Large Language Models with Improved Chain-of-Thought Prompting Xiaoxue Cheng Junyi Li Wayne Xin Zhao Ji-Rong Wen LRM AI4CE ReLM 94 9 0 21 Mar 2024
Empowering Segmentation Ability to Multi-modal Large Language Models Yuqi Yang Peng-Tao Jiang Jing Wang Hao Zhang Kai Zhao Jinwei Chen Yue Liu LRM VLM 93 4 0 21 Mar 2024
LeanReasoner: Boosting Complex Logical Reasoning with Lean Dongwei Jiang Marcio Fonseca Shay B. Cohen LRM 61 19 0 20 Mar 2024
Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering Yuan Gao Yiheng Zhu Yuanbin Cao Yinzhi Zhou Zhen Wu Yujie Chen Shenglan Wu Haoyuan Hu Xinyu Dai LRM 83 3 0 19 Mar 2024
RankPrompt: Step-by-Step Comparisons Make Language Models Better Reasoners Chi Hu Yuan Ge Xiangnan Ma Hang Cao Qiang Li Yonghua Yang Tong Xiao Jingbo Zhu ReLM ELM LRM ALM 93 9 0 19 Mar 2024
Towards Understanding the Relationship between In-context Learning and Compositional Generalization Sungjun Han Sebastian Padó CoGe 74 2 0 18 Mar 2024