Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering

25 August 2023

Papers citing "Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering"

50 / 58 papers shown

Title
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey Da Zheng Lun Du Junwei Su Yuchen Tian Yuqi Zhu Jintian Zhang Lanning Wei Ningyu Zhang H. Chen LRM 49 0 0 06 May 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 36 0 0 08 Apr 2025
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases Alfred Clemedtson Borun Shi RALM 61 0 0 07 Apr 2025
Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning Mufan Xu Gewen Liang Kehai Chen Wei Wang Xun Zhou M. Yang T. Zhao Min Zhang RALM 86 0 0 07 Mar 2025
Path Pooling: Train-Free Structure Enhancement for Efficient Knowledge Graph Retrieval-Augmented Generation H. Wang Yuan Feng Xike Xie S.Kevin Zhou 40 0 0 07 Mar 2025
In-depth Analysis of Graph-based RAG in a Unified Framework Yingli Zhou Yaodong Su Youran Sun Shu Wang Taotao Wang ... Yongwei Zhang Sicong Liang Xilin Liu Yuchi Ma Yixiang Fang 40 0 0 06 Mar 2025
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering Xiao Long Liansheng Zhuang Aodi Li Minghong Yao Shafei Wang RALM LRM 43 0 0 22 Feb 2025
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 47 10 0 20 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim E. Choi 41 0 0 18 Feb 2025
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering Runxuan Liu Bei Luo Jiaqi Li Baoxin Wang Ming Liu Dayong Wu Shijin Wang Bing Qin LRM 36 0 0 17 Feb 2025
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 61 1 0 31 Dec 2024
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering Mufan Xu K. Chen Xuefeng Bai Muyun Yang T. Zhao Min Zhang 72 1 0 17 Dec 2024
PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation Qiyao Xue Xiangyu Yin Boyuan Yang Wei Gao DiffM VGen 75 9 0 30 Nov 2024
GUIDEQ: Framework for Guided Questioning for progressive informational collection and classification Priya Mishra Suraj Racha Kaustubh Ponkshe Adit Akarsh Ganesh Ramakrishnan 26 0 0 08 Nov 2024
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs L. Chen Panrong Tong Zhongming Jin Ying Sun Jieping Ye Hui Xiong KELM RALM LRM 43 7 0 31 Oct 2024
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 29 0 0 31 Oct 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 30 7 0 28 Oct 2024
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains K. Li Tianhua Zhang Xixin Wu Hongyin Luo James Glass H. Meng 28 0 0 24 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 17 3 0 19 Oct 2024
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models Linhao Luo Zicheng Zhao Chen Gong Gholamreza Haffari Shirui Pan RALM LRM 32 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 29 0 0 16 Oct 2024
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning Jiachun Li Pengfei Cao Chenhao Wang Zhuoran Jin Yubo Chen Kang-Jun Liu Xiaojian Jiang Jiexin Xu Jun Zhao LRM KELM 24 0 0 12 Oct 2024
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective Bo Ni Yu Wang Lu Cheng Erik Blasch Tyler Derr 23 1 0 11 Oct 2024
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering Yike Wu Yi Huang Nan Hu Yuncheng Hua Guilin Qi Jiaoyan Chen Jeff Z. Pan 33 6 0 29 Sep 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 38 62 0 15 Aug 2024
KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models Ruizhe Zhang Yongxin Xu Yuzhen Xiao Runchuan Zhu Xinke Jiang Xu Chu Junfeng Zhao Yasha Wang 32 2 0 06 Aug 2024
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs Elan Markowitz Anil Ramakrishna Jwala Dhamala Ninareh Mehrabi Charith Peris Rahul Gupta Kai-Wei Chang Aram Galstyan LRM 21 6 0 31 Jul 2024
A Learn-Then-Reason Model Towards Generalization in Knowledge Base Question Answering Lingxi Zhang Jing Zhang Yanling Wang Cuiping Li Hong Chen 22 0 0 20 Jun 2024
QRMeM: Unleash the Length Limitation through Question then Reflection Memory Mechanism Bo Wang Heyan Huang Yixin Cao Jiahao Ying Wei Tang Chong Feng KELM 21 0 0 19 Jun 2024
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems Mohammad Dehghan Mohammad Ali Alomrani Sunyam Bagga David Alfonso-Hermelo Khalil Bibi ... Jimmy Lin Boxing Chen Prasanna Parthasarathi Mahdi Biparva Mehdi Rezagholizadeh RALM 42 5 0 14 Jun 2024
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs Haishuo Fang Xiaodan Zhu Iryna Gurevych AI4CE 17 1 0 11 Jun 2024
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs Zixuan Dong Baoyun Peng Yufei Wang Jia Fu Xiaodong Wang Yongxue Shan Xin Zhou 39 1 0 03 Jun 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 43 51 0 30 May 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs Yu Xia Rui Wang Xu Liu Mingyan Li Tong Yu Xiang Chen Julian McAuley Shuai Li LRM 41 16 0 24 Apr 2024
LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented Generation Keheng Wang Feiyu Duan Peiguang Li Sirui Wang Xunliang Cai RALM 22 2 0 22 Apr 2024
Distilling Reasoning Ability from Large Language Models with Adaptive Thinking Xiao Chen Sihang Zhou K. Liang Xinwang Liu ReLM LRM 27 2 0 14 Apr 2024
A Picture Is Worth a Graph: Blueprint Debate on Graph for Multimodal Reasoning Changmeng Zheng Dayong Liang Wengyu Zhang Xiao Wei Tat-Seng Chua Qing Li 22 1 0 22 Mar 2024
Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment Congzhi Zhang Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu CML AI4CE LRM 44 15 0 05 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 101 215 0 29 Feb 2024
How Interpretable are Reasoning Explanations from Prompting Large Language Models? Yeo Wei Jie Ranjan Satapathy Rick Mong Erik Cambria ReLM LRM 36 16 0 19 Feb 2024
An Empirical Categorization of Prompting Techniques for Large Language Models: A Practitioner's Guide Oluwole Fagbohun Rachel M. Harrison Anton Dereventsov 41 6 0 18 Feb 2024
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models Yougang Lyu Lingyong Yan Shuaiqiang Wang Haibo Shi Dawei Yin Pengjie Ren Zhumin Chen Maarten de Rijke Zhaochun Ren 16 5 0 17 Feb 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 17 3 0 15 Feb 2024
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval Wentao Ding Jinmao Li Liangchuan Luo Yuzhong Qu 17 12 0 03 Feb 2024
The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models Junyi Li Jie Chen Ruiyang Ren Xiaoxue Cheng Wayne Xin Zhao Jian-Yun Nie Ji-Rong Wen HILM 22 40 0 06 Jan 2024
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses Xinke Jiang Ruizhe Zhang Yongxin Xu Rihong Qiu Yue Fang ... Jinyi Tang Hongxin Ding Xu Chu Junfeng Zhao Yasha Wang RALM 15 19 0 26 Dec 2023
Think from Words(TFW): Initiating Human-Like Cognition in Large Language Models Through Think from Words for Japanese Text-level Classification Chengguang Gan Qinghao Zhang Tatsunori Mori 11 1 0 06 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 58 101 0 15 Nov 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 25 1 0 15 Nov 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 31 178 0 02 Oct 2023