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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
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models Sijia Chen Baochun Li Di Niu LLMAG LRM AI4CE 128 14 0 08 Jan 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 237 14 0 03 Jan 2025
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Shuangtao Li Shuaihao Dong Kexin Luan Xinhan Di Chaofan Ding LRM 121 4 0 02 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 475 0 0 31 Dec 2024
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation Siyuan Fang Kaijing Ma Tianyu Zheng Xinrun Du Ningxuan Lu Ge Zhang Qingkun Tang RALM KELM LRM 447 3 0 31 Dec 2024
Toward Adaptive Reasoning in Large Language Models with Thought Rollback Sijia Chen Baochun Li KELM LRM 128 8 0 27 Dec 2024
The Power of Adaptation: Boosting In-Context Learning through Adaptive Prompting Shuzhang Cai Twumasi Mensah-Boateng Xander Kuksov Jing Yuan Shaojie Tang 68 0 0 23 Dec 2024
Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework Jundong Xu Hao Fei Meng Luo Qian Liu Liangming Pan William Yang Wang Preslav Nakov Mong Li Lee Wynne Hsu LRM 147 1 0 22 Dec 2024
MetaRuleGPT: Recursive Numerical Reasoning of Language Models Trained with Simple Rules Kejie Chen Lin Wang Qinghai Zhang Renjun Xu ReLM LRM 104 0 0 18 Dec 2024
Refining Answer Distributions for Improved Large Language Model Reasoning Soumyasundar Pal Didier Chetelat Yingxue Zhang Mark Coates ReLM LRM 126 0 0 17 Dec 2024
C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness Yu Kang Xianghui Sun Liangyu Chen Wei Zou LRM 202 55 0 16 Dec 2024
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data Xue Wu Kostas Tsioutsiouliklis 114 1 0 14 Dec 2024
Neuro-Symbolic Data Generation for Math Reasoning Zenan Li Zhi Zhou Yuan Yao Yu-Feng Li Chun Cao Fan Yang Xian Zhang Xiaoxing Ma OffRL LRM 150 10 0 06 Dec 2024
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning Mathurin Videau Alessandro Leite Marc Schoenauer O. Teytaud ReLM LRM 116 0 0 05 Dec 2024
Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents Raj Jaiswal Dhruv Jain Harsh Parimal Popat Avinash Anand Abhishek Dharmadhikari Atharva Marathe R. Shah LRM AI4CE 151 5 0 01 Dec 2024
Curriculum Demonstration Selection for In-Context Learning Duc Anh Vu Nguyen Tran Cong Duy Xiaobao Wu Hoang Minh Nhat Du Mingzhe Nguyen Thanh Thong Anh Tuan Luu 142 0 0 27 Nov 2024
Autonomous Imagination: Closed-Loop Decomposition of Visual-to-Textual Conversion in Visual Reasoning for Multimodal Large Language Models Qingbin Liu Yumeng Li Boyuan Xiao Yichang Jian Ziang Qin Tianjia Shao Yao-Xiang Ding Kun Zhou LRM MLLM 220 4 0 27 Nov 2024
$H^3$ Fusion: Helpful, Harmless, Honest Fusion of Aligned LLMs Selim Furkan Tekin Fatih Ilhan Tiansheng Huang Sihao Hu Zachary Yahn Ling Liu MoMe 136 3 0 26 Nov 2024
Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination Haojie Zheng Tianyang Xu Hanchi Sun Shu Pu Ruoxi Chen Lichao Sun MLLM LRM 132 10 0 15 Nov 2024
EXPLORA: Efficient Exemplar Subset Selection for Complex Reasoning Kiran Purohit Venktesh V Raghuram Devalla Krishna Mohan Yerragorla Sourangshu Bhattacharya Avishek Anand LRM 95 3 0 06 Nov 2024
Cobblestone: Iterative Automation for Formal Verification Saketh Ram Kasibatla Arpan Agarwal Yuriy Brun Sorin Lerner Talia Ringer Emily First 43 1 0 25 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 200 10 0 18 Oct 2024
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning Lang Cao Chao Peng Renhong Chen Wu Ning Yingtian Zou Yitong Li LRM 111 0 0 18 Oct 2024
Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents Long Li Weiwen Xu Jiayan Guo Ruochen Zhao Xingxuan Li ... Ronghao Dang Deli Zhao Yu Rong Tian Feng Lidong Bing LRM AI4CE 100 32 0 17 Oct 2024
Enhancing Mathematical Reasoning in LLMs by Stepwise Correction Zhenyu Wu Qingkai Zeng Zizhuo Zhang Zhaoxuan Tan Chao Shen Meng Jiang KELM LRM 149 4 0 16 Oct 2024
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs Lei Sun Xinchen Wang Youdi Li RALM 71 0 0 16 Oct 2024
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data Xinjie Zhao Moritz Blum Rui Yang Boming Yang Luis Márquez Carpintero ... Haoyang Li Yanran Fu Rongpin Wang Juntao Zhang Irene Li 88 4 0 15 Oct 2024
G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks Guibin Zhang Xinfeng Li Xiangguo Sun Guancheng Wan Miao Yu Sihang Li Kun Wang Dawei Cheng Dawei Cheng AAML AI4CE 238 20 0 15 Oct 2024
Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps Han Wang Yilin Zhao Dian Li Xiaohan Wang Gang Liu Xuguang Lan Haoran Wang LRM 194 1 0 14 Oct 2024
Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models Zióu Zheng Christopher Malon Martin Renqiang Min Xiaodan Zhu LRM 354 0 0 11 Oct 2024
Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models Wenting Tan Dongxiao Chen Jieting Xue Zihao Wang Taijie Chen LRM 87 2 0 10 Oct 2024
OneNet: A Fine-Tuning Free Framework for Few-Shot Entity Linking via Large Language Model Prompting Xukai Liu Ye Liu Kai Zhang Kehang Wang Qi Liu Enhong Chen 73 4 0 10 Oct 2024
DemoShapley: Valuation of Demonstrations for In-Context Learning Shan Xie Man Luo Chadly Daniel Stern Jundong Li Lu Cheng 119 1 0 10 Oct 2024
Tree of Problems: Improving structured problem solving with compositionality A. Zebaze Benoît Sagot Rachel Bawden LRM 54 2 0 09 Oct 2024
Auto-Evolve: Enhancing Large Language Model's Performance via Self-Reasoning Framework Krishna Aswani Huilin Lu Pranav Patankar Priya Dhalwani Iris Tan Jayant Ganeshmohan Simon Lacasse ReLM LLMAG LRM 71 1 0 08 Oct 2024
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning Ruosen Li Ziming Luo Xinya Du LRM 70 1 0 08 Oct 2024
Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths Yew Ken Chia Guizhen Chen Weiwen Xu Luu Anh Tuan Soujanya Poria Lidong Bing LRM 62 1 0 07 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 191 7 0 07 Oct 2024
Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems Guibin Zhang Xinfeng Li Zhixun Li Sukwon Yun Guancheng Wan Kun Wang Dawei Cheng Jeffrey Xu Yu Tianlong Chen 104 20 0 03 Oct 2024
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning Huimu Yu Xing Wu Weidong Yin Debing Zhang Songlin Hu LRM 88 5 0 03 Oct 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning Jiale Fu Yaqing Wang Simeng Han Jiaming Fan Chen Si 151 1 0 03 Oct 2024
Auto-Demo Prompting: Leveraging Generated Outputs as Demonstrations for Enhanced Batch Prompting Longyu Feng Mengze Hong Chen Jason Zhang 83 2 0 02 Oct 2024
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 132 2 0 02 Oct 2024
TypedThinker: Diversify Large Language Model Reasoning with Typed Thinking Danqing Wang Jianxin Ma Fei Fang Lei Li LLMAG LRM 469 0 0 02 Oct 2024
RATIONALYST: Mining Implicit Rationales for Process Supervision of Reasoning Dongwei Jiang Guoxuan Wang Yining Lu Andrew Wang Jingyu Zhang Chuyu Liu Benjamin Van Durme Daniel Khashabi LRM ReLM 61 3 0 01 Oct 2024
RISCORE: Enhancing In-Context Riddle Solving in Language Models through Context-Reconstructed Example Augmentation Ioannis Panagiotopoulos Giorgos Filandrianos Maria Lymperaiou Giorgos Stamou LRM ReLM 75 1 0 24 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 252 132 0 18 Sep 2024
Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning Yukang Lin Bingchen Zhong Shuoran Jiang Joanna Siebert Qingcai Chen RALM ReLM LRM 48 0 0 17 Sep 2024
LLM-based multi-agent poetry generation in non-cooperative environments Ran Zhang Steffen Eger LLMAG 92 7 0 05 Sep 2024
ProphetFuzz: Fully Automated Prediction and Fuzzing of High-Risk Option Combinations with Only Documentation via Large Language Model Dawei Wang Geng Zhou Li Chen Dan Li Yukai Miao 70 2 0 02 Sep 2024