Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection

24 February 2025

Papers citing "Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection"

32 / 32 papers shown

Title
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Xinyu Guan Lefei Zhang Yifei Liu Ning Shang Youran Sun Yi Zhu Fan Yang Mao Yang LRM SyDa ReLM 92 102 0 08 Jan 2025
A Comparative Study on Reasoning Patterns of OpenAI's o1 Model Siwei Wu Zhongyuan Peng Xinrun Du Tuney Zheng Minghao Liu ... Zhaoxiang Zhang Wenhao Huang Ge Zhang Chenghua Lin J. H. Liu ELM LLMAG LRM AI4CE 58 32 0 17 Oct 2024
ALTER: Augmentation for Large-Table-Based Reasoning Han Zhang Yuheng Ma Hanfang Yang RALM LMTD 64 2 0 03 Jul 2024
Knowledge Graph-Enhanced Large Language Models via Path Selection Haochen Liu Song Wang Yaochen Zhu Yushun Dong Jundong Li KELM 55 20 0 19 Jun 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 99 59 0 30 May 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs Bowen Jin Chulin Xie Jiawei Zhang Kashob Kumar Roy Yu Zhang ... Ruirui Li Xianfeng Tang Suhang Wang Yu Meng Jiawei Han LRM RALM 69 41 0 10 Apr 2024
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models Yaowei Zheng Richong Zhang Junhao Zhang Yanhan Ye Zheyan Luo Zhangchi Feng Yongqiang Ma 101 479 0 20 Mar 2024
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph Jinhao Jiang Kun Zhou Wayne Xin Zhao Yang Song Chen Zhu Hengshu Zhu Ji-Rong Wen LLMAG RALM 48 40 0 17 Feb 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 48 21 0 26 Dec 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 233 699 0 17 Oct 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 74 223 0 02 Oct 2023
Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training Xidong Feng Bo Liu Muning Wen Stephen Marcus McAleer Ying Wen Weinan Zhang Jun Wang LRM AI4CE 51 179 0 29 Sep 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 81 285 0 16 May 2023
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 144 82 0 02 May 2023
Self-Evaluation Guided Beam Search for Reasoning Yuxi Xie Kenji Kawaguchi Yiran Zhao Xu Zhao MingSung Kan Junxian He Qizhe Xie LRM 185 145 0 01 May 2023
UniKGQA: Unified Retrieval and Reasoning for Solving Multi-hop Question Answering Over Knowledge Graph Jinhao Jiang Kun Zhou Wayne Xin Zhao Ji-Rong Wen RALM 76 80 0 02 Dec 2022
TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases Yiheng Shu Zhiwei Yu Yuhan Li Börje F. Karlsson Tingting Ma Yuzhong Qu Chin-Yew Lin 52 71 0 24 Oct 2022
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases Donghan Yu Shenmin Zhang Patrick Ng Henghui Zhu Alexander Hanbo Li Jun Wang Yiqun Hu William Wang Zhiguo Wang Bing Xiang 198 82 0 30 Sep 2022
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question Answering Yu Gu Yu-Chuan Su 27 70 0 17 Apr 2022
Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering Jing Zhang Yanling Wang Jifan Yu Jian Tang Jie Tang Cuiping Li Hong Chen 48 126 0 27 Feb 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 141 864 0 16 Dec 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 205 3,336 0 18 Apr 2021
Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge Bases Yu Gu Sue E. Kase M. Vanni Brian M. Sadler Percy Liang Xifeng Yan Yu-Chuan Su 33 211 0 16 Nov 2020
Relational Message Passing for Knowledge Graph Completion Hongwei Wang Hongyu Ren J. Leskovec 49 118 0 17 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 96 2,050 0 10 Feb 2020
ZeRO: Memory Optimizations Toward Training Trillion Parameter Models Samyam Rajbhandari Jeff Rasley Olatunji Ruwase Yuxiong He ALM AI4CE 77 852 0 04 Oct 2019
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text Haitian Sun Tania Bedrax-Weiss William W. Cohen RALM ReLM 61 348 0 21 Apr 2019
Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text Haitian Sun Bhuwan Dhingra Manzil Zaheer Kathryn Mazaitis Ruslan Salakhutdinov William W. Cohen 61 412 0 04 Sep 2018
The Web as a Knowledge-base for Answering Complex Questions Alon Talmor Jonathan Berant 52 570 0 18 Mar 2018
Variational Reasoning for Question Answering with Knowledge Graph Yuyu Zhang H. Dai Zornitsa Kozareva Alex Smola Le Song 77 472 0 12 Sep 2017
Question Answering on Knowledge Bases and Text using Universal Schema and Memory Networks Rajarshi Das Manzil Zaheer Siva Reddy Andrew McCallum 86 139 0 27 Apr 2017
Key-Value Memory Networks for Directly Reading Documents Alexander H. Miller Adam Fisch Jesse Dodge Amir-Hossein Karimi Antoine Bordes Jason Weston RALM KELM OffRL 65 962 0 09 Jun 2016