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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
Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision Zhiqing Sun Longhui Yu Yikang Shen Weiyang Liu Yiming Yang Sean Welleck Chuang Gan 93 69 0 14 Mar 2024
Meaningful Learning: Advancing Abstract Reasoning in Large Language Models via Generic Fact Guidance Kai Xiong Xiao Ding Ting Liu Bing Qin Dongliang Xu Qing Yang Hongtao Liu Yixin Cao LRM 74 7 0 14 Mar 2024
ERA-CoT: Improving Chain-of-Thought through Entity Relationship Analysis Yanming Liu Xinyue Peng Tianyu Du Jianwei Yin Weihao Liu Xuhong Zhang LRM 87 17 0 11 Mar 2024
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models Jio Oh Soyeon Kim Junseok Seo Jindong Wang Ruochen Xu Xing Xie Steven Euijong Whang 82 4 0 08 Mar 2024
Common 7B Language Models Already Possess Strong Math Capabilities Chen Li Weiqi Wang Jingcheng Hu Yixuan Wei Nanning Zheng Han Hu Zheng Zhang Houwen Peng ALM LRM 102 89 0 07 Mar 2024
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models Changyu Chen Xiting Wang Ting-En Lin Ang Lv Yuchuan Wu Xin Gao Ji-Rong Wen Rui Yan Yongbin Li ReLM LRM 96 14 0 04 Mar 2024
Crimson: Empowering Strategic Reasoning in Cybersecurity through Large Language Models Jiandong Jin Bowen Tang Mingxuan Ma Xiao Liu Yunfei Wang Qingnan Lai Jia Yang Changling Zhou 76 6 0 01 Mar 2024
GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers Qintong Li Leyang Cui Xueliang Zhao Lingpeng Kong Wei Bi LRM 132 62 0 29 Feb 2024
Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? Qineng Wang Zihao Wang Ying Su Hanghang Tong Yangqiu Song LLMAG LRM 126 79 0 28 Feb 2024
MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical Reasoning Debrup Das Debopriyo Banerjee Somak Aditya Ashish Kulkarni ReLM LRM 73 15 0 27 Feb 2024
Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models Haoran Liao Jidong Tian Shaohua Hu Hao He Yaohui Jin ReLM LRM 86 0 0 24 Feb 2024
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning Zicheng Lin Zhibin Gou Tian Liang Ruilin Luo Haowei Liu Yujiu Yang LRM 109 56 0 22 Feb 2024
Hint-before-Solving Prompting: Guiding LLMs to Effectively Utilize Encoded Knowledge Jinlan Fu Shenzhen Huangfu Hang Yan See-Kiong Ng Xipeng Qiu LRM 96 8 0 22 Feb 2024
The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis Miaoran Zhang Vagrant Gautam Mingyang Wang Jesujoba Oluwadara Alabi Xiaoyu Shen Dietrich Klakow Marius Mosbach 111 12 0 20 Feb 2024
An Empirical Categorization of Prompting Techniques for Large Language Models: A Practitioner's Guide Oluwole Fagbohun Rachel M. Harrison Anton Dereventsov 131 9 0 18 Feb 2024
Visual In-Context Learning for Large Vision-Language Models Yucheng Zhou Xiang Li Qianning Wang Jianbing Shen MLLM 84 63 0 18 Feb 2024
AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition Zhaorun Chen Zhuokai Zhao Zhihong Zhu Ruiqi Zhang Xiang Li Bhiksha Raj Huaxiu Yao LRM 100 29 0 18 Feb 2024
CliqueParcel: An Approach For Batching LLM Prompts That Jointly Optimizes Efficiency And Faithfulness Jiayi Liu Tinghan Yang Jennifer Neville 56 11 0 17 Feb 2024
Puzzle Solving using Reasoning of Large Language Models: A Survey Panagiotis Giadikiaroglou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou ELM ReLM LRM 149 34 0 17 Feb 2024
C-ICL: Contrastive In-context Learning for Information Extraction Ying Mo Jiahao Liu Jian Yang Qifan Wang Shun Zhang Jingang Wang Zhoujun Li 148 19 0 17 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 82 19 0 17 Feb 2024
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning Jian Wu Linyi Yang Yuliang Ji Wenhao Huang Börje F. Karlsson Manabu Okumura 59 6 0 17 Feb 2024
Can We Verify Step by Step for Incorrect Answer Detection? Xin Xu Shizhe Diao Can Yang Yang Wang LRM 350 15 0 16 Feb 2024
AQA-Bench: An Interactive Benchmark for Evaluating LLMs' Sequential Reasoning Ability Siwei Yang Bingchen Zhao Cihang Xie LRM 59 6 0 14 Feb 2024
Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models Jiacheng Ye Shansan Gong Liheng Chen Lin Zheng Jiahui Gao ... Chuan Wu Xin Jiang Zhenguo Li Wei Bi Lingpeng Kong DiffM LRM AI4CE 154 16 0 12 Feb 2024
More Agents Is All You Need Junyou Li Qin Zhang Yangbin Yu Qiang Fu Deheng Ye LLMAG 181 73 0 03 Feb 2024
SwarmBrain: Embodied agent for real-time strategy game StarCraft II via large language models Xiao Shao Weifu Jiang Fei Zuo Mengqing Liu LLMAG 95 7 0 31 Jan 2024
Enhancing Large Language Model with Decomposed Reasoning for Emotion Cause Pair Extraction Jialiang Wu Yi Shen Ziheng Zhang Longjun Cai ReLM 45 7 0 31 Jan 2024
Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language Models Hongzhan Lin Ziyang Luo Wei Gao Jing Ma Bo Wang Ruichao Yang 66 16 0 24 Jan 2024
Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding Mirac Suzgun Adam Tauman Kalai KELM LRM LLMAG ReLM 123 78 0 23 Jan 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 168 70 0 21 Jan 2024
Visualization Generation with Large Language Models: An Evaluation Guozheng Li Xinyu Wang Gerile Aodeng Shunyuan Zheng Yu Zhang Chuangxin Ou Song Wang Chi Harold Liu 82 36 0 20 Jan 2024
Gradable ChatGPT Translation Evaluation Hui Jiao Bei Peng Lu Zong Xiaojun Zhang Xinwei Li 85 2 0 18 Jan 2024
Augmenting Math Word Problems via Iterative Question Composing Haoxiong Liu Yifan Zhang Yifan Luo Andrew Chi-Chih Yao SyDa LRM 164 46 0 17 Jan 2024
ReFT: Reasoning with Reinforced Fine-Tuning Trung Quoc Luong Xinbo Zhang Zhanming Jie Peng Sun Xiaoran Jin Hang Li OffRL LRM ReLM 119 132 0 17 Jan 2024
The Unreasonable Effectiveness of Easy Training Data for Hard Tasks Peter Hase Mohit Bansal Peter Clark Sarah Wiegreffe 163 35 0 12 Jan 2024
Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning Yiqi Wang Wentao Chen Xiaotian Han Xudong Lin Haiteng Zhao Yongfei Liu Bohan Zhai Jianbo Yuan Quanzeng You Hongxia Yang LRM 117 88 0 10 Jan 2024
The Impact of Reasoning Step Length on Large Language Models Mingyu Jin Qinkai Yu Dong Shu Haiyan Zhao Wenyue Hua Yanda Meng Yongfeng Zhang Jundong Li ReLM LRM 191 113 0 10 Jan 2024
Why Solving Multi-agent Path Finding with Large Language Model has not Succeeded Yet Weizhe Chen Sven Koenig B. Dilkina LM&Ro LLMAG AI4CE 166 17 0 08 Jan 2024
ChatGPT for Conversational Recommendation: Refining Recommendations by Reprompting with Feedback K. Spurlock Cagla Acun Esin Saka Olfa Nasraoui 65 14 0 07 Jan 2024
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives Wenqi Zhang Yongliang Shen Linjuan Wu Qiuying Peng Jun Wang Yueting Zhuang Weiming Lu LRM LLMAG 101 70 0 04 Jan 2024
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents Ke Yang Jiateng Liu John Wu Chaoqi Yang Yi R. Fung ... Xu Cao Xingyao Wang Yiquan Wang Chenhui Xu Chengxiang Zhai LLMAG ELM 160 87 0 01 Jan 2024
Prompt Valuation Based on Shapley Values Hanxi Liu Xiaokai Mao Haocheng Xia Jian Lou Jinfei Liu 70 7 0 24 Dec 2023
SimLM: Can Language Models Infer Parameters of Physical Systems? Sean Memery Mirella Lapata Kartic Subr LRM AI4CE 86 3 0 21 Dec 2023
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng Enze Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 209 85 0 17 Dec 2023
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations Peiyi Wang Lei Li Zhihong Shao R. X. Xu Damai Dai Yifei Li Deli Chen Y.Wu Zhifang Sui AIMat LRM ALM 209 398 0 14 Dec 2023
Modeling Complex Mathematical Reasoning via Large Language Model based MathAgent Haoran Liao Qinyi Du Shaohua Hu Hao He Yanyan Xu Jidong Tian Yaohui Jin LRM AI4CE 69 1 0 14 Dec 2023
Exchange-of-Thought: Enhancing Large Language Model Capabilities through Cross-Model Communication Zhangyue Yin Qiushi Sun Cheng Chang Qipeng Guo Junqi Dai Xuanjing Huang Xipeng Qiu LRM 89 59 0 04 Dec 2023
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models Bingshuai Liu Chenyang Lyu Zijun Min Zhanyu Wang Jinsong Su Longyue Wang LRM 108 8 0 04 Dec 2023
On Exploring the Reasoning Capability of Large Language Models with Knowledge Graphs Pei-Chi Lo Yiting Tsai Ee-Peng Lim San-Yih Hwang LRM 32 6 0 01 Dec 2023