RAG / 检索增强生成

Relational Deep Dive: Error-Aware Queries Over Unstructured Data

Daren Chao, Kaiwen Chen, Naiqing Guan, Nick Koudas

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR、cs.DB

GraphCompliance: Aligning Policy and Context Graphs for LLM-Based Regulatory Compliance

Jiseong Chung, Ronny Ko, Wonchul Yoo, Makoto Onizuka, Sungmok Kim, Tae-Wan Kim, Won-Yong Shin

机构 * Seoul National University（首尔国立大学） ； Osaka University（大阪大学） ； Yonsei University（延世大学） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR、cs.AI

Comments Under review at The Web Conference 2026 (Semantics & Knowledge track). Code will be released upon acceptance. This arXiv v1 contains no repository links to preserve double-blind review

Mnemosyne: An Unsupervised, Human-Inspired Long-Term Memory Architecture for Edge-Based LLMs

Aneesh Jonelagadda, Christina Hahn, Haoze Zheng, Salvatore Penachio

机构 * Kaliber AI, Research Division（Kaliber AI 研究部门） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL、cs.AI

Comments 12 pages, 4 figures

Brittleness and Promise: Knowledge Graph Based Reward Modeling for Diagnostic Reasoning

Saksham Khatwani, He Cheng, Majid Afshar, Dmitriy Dligach, Yanjun Gao

机构 * University of Colorado Boulder（科罗拉多大学博尔德分校） ； University of Colorado Anschutz（科罗拉多大学安舒茨分校） ； University of Wisconsin - Madison（威斯康星大学麦迪逊分校） ； Loyola University Chicago（芝加哥洛约拉大学） 纠错

专题命中 图谱与结构化RAG ：retrieval augmented generation(abstract)；分类 cs.CL、cs.AI

IBPS: Indian Bail Prediction System

Puspesh Kumar Srivastava, Uddeshya Raj, Praveen Patel, Shubham Kumar Nigam, Noel Shallum, Arnab Bhattacharya

机构 * IIT Kanpur, India（印度克达尔理工大学） ； Symbiosis Law School Pune, India（印度浦那塞布里奥斯法学院） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL、cs.AI

HERGC: Heterogeneous Experts Representation and Generative Completion for Multimodal Knowledge Graphs

Yongkang Xiao, Rui Zhang

机构 * University of Minnesota（明尼苏达大学） 纠错

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL、cs.AI

SciToolAgent: A Knowledge Graph-Driven Scientific Agent for Multi-Tool Integration

Keyan Ding, Jing Yu, Junjie Huang, Yuchen Yang, Qiang Zhang, Huajun Chen

机构 * College of Computer Science and Technology（计算机科学与技术学院） ； Zhejiang University（浙江大学） ； Zhejiang Key Laboratory of Intelligent Manufacturing for Functional Chemicals（功能化学品智能制造重点实验室） ； ZJU-Hangzhou Global Scientific and Technological Innovation Center（浙大杭州国际科学技术创新中心） ； ZJU-UIUC Institute（浙大UIUC研究院） ； The Polytechnic Institute（技术学院） ； State Key Laboratory of Ocean Sensing（海洋感知国家重点实验室） 纠错

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments 21 pages, 6 figures

GraphRAG-Causal: A novel graph-augmented framework for causal reasoning and annotation in news

Abdul Haque, Umm e Hani, Ahmad Din, Muhammad Babar, Ali Abbas, Insaf Ullah

机构 * Dept. of Artificial Intelligence & Data Science FAST School of Computing NUCES（人工智能与数据科学系 FAST 计算学院 NUCES） ； Dept. of Computing and Electronics Engineering Middle East College（计算与电子工程系 中东学院） ； Institute for Analytics and Data Science University of Essex（分析与数据科学研究所 埃塞克斯大学） 纠错

专题命中 图谱与结构化RAG ：hybrid retrieval(abstract)；分类 cs.IR、cs.AI

Comments 18 pages, 8 figures

Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning

Vasilije Markovic, Lazar Obradovic, Laszlo Hajdu, Jovan Pavlovic

机构 * Cognee Inc.（Cognee公司） ； Innorenew CoE University of Primorska, FAMNIT（Innorenew学院，普里摩斯卡大学，FAMNIT） ； University of Primorska, FAMNIT（普里摩斯卡大学，FAMNIT） 纠错

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments This is a preliminary version. A revised and expanded version is in preparation

Distilling Closed-Source LLM's Knowledge for Locally Stable and Economic Biomedical Entity Linking

Yihao Ai, Zhiyuan Ning, Weiwei Dai, Pengfei Wang, Yi Du, Wenjuan Cui, Kunpeng Liu, Yuanchun Zhou

机构 * Computer Network Information Center, Chinese Academy of Sciences（中国科学院计算机网络信息中心） ； University of Chinese Academy of Sciences（中国科学院大学） ； Changsha Aier Eye Hospital（长沙爱尔眼科医院） ； Portland State University（波特兰州立大学） 纠错

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL、cs.AI

Comments Accepted by ICIC 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

机构 * National University of Singapore（新加坡国立大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL、cs.AI

Comments This paper has been accepted by ACL 2025

Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering

Xiao Long, Liansheng Zhuang, Chen Shen, Shaotian Yan, Yifei Li, Shafei Wang

机构 * School of Cyberspace Science and Technology, University of Science and Technology of China (USTC)（信息科学与技术学院，中国科学技术大学） ； Peng Cheng Laboratory（鹏城实验室） 纠错

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget

Riccardo Orlando, Pere-Lluis Huguet Cabot, Edoardo Barba, Roberto Navigli

机构 * Sapienza NLP Group, Sapienza University of Rome（罗马萨皮恩扎大学萨皮恩扎自然语言处理小组） 纠错

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL、cs.AI

Comments Findings of the Association for Computational Linguistics ACL 2024

Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting

Gyanendra Shrestha, Chutain Jiang, Sai Akula, Vivek Yannam, Anna Pyayt, Michael Gubanov

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL、cs.AI

Journal ref EDBT 2025, pp. 92-105

InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models

Jing Ding, Kai Feng, Binbin Lin, Jiarui Cai, Qiushi Wang, Yu Xie, Xiaojin Zhang, Zhongyu Wei, Wei Chen

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL、cs.AI

SILC-EFSA: Self-aware In-context Learning Correction for Entity-level Financial Sentiment Analysis

Senbin Zhu, Chenyuan He, Hongde Liu, Pengcheng Dong, Hanjie Zhao, Yuchen Yan, Yuxiang Jia, Hongying Zan, Min Peng

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL、cs.AI

Comments This paper is to be published in the Proceedings of the 31st International Conference on Computational Linguistics (COLING 2025)

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph

Yutong Zhang, Lixing Chen, Shenghong Li, Nan Cao, Yang Shi, Jiaxin Ding, Zhe Qu, Pan Zhou, Yang Bai

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments Accepted by KDD 2025

CHESS: Contextual Harnessing for Efficient SQL Synthesis

Shayan Talaei, Mohammadreza Pourreza, Yu-Chen Chang, Azalia Mirhoseini, Amin Saberi

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.AI、cs.DB

Neon: News Entity-Interaction Extraction for Enhanced Question Answering

Sneha Singhania, Silviu Cucerzan, Allen Herring, Sujay Kumar Jauhar

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.IR、cs.CL

Redefining Information Retrieval of Structured Database via Large Language Models

Mingzhu Wang, Yuzhe Zhang, Qihang Zhao, Junyi Yang, Hong Zhang

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.IR、cs.AI

Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs

Lei Sun, Xinchen Wang, Youdi Li

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL、cs.AI

Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction

Bowen Zhang, Harold Soh

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments 18 pages, 3 figures, Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

Struct-X: Enhancing Large Language Models Reasoning with Structured Data

Xiaoyu Tan, Haoyu Wang, Xihe Qiu, Yuan Cheng, Yinghui Xu, Wei Chu, Yuan Qi

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL、cs.AI

Retrieval-Augmented Language Model for Extreme Multi-Label Knowledge Graph Link Prediction

Yu-Hsiang Lin, Huang-Ting Shieh, Chih-Yu Liu, Kuang-Ting Lee, Hsiao-Cheng Chang, Jing-Lun Yang, Yu-Sheng Lin

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL、cs.AI

KGValidator: A Framework for Automatic Validation of Knowledge Graph Construction

Jack Boylan, Shashank Mangla, Dominic Thorn, Demian Gholipour Ghalandari, Parsa Ghaffari, Chris Hokamp

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL、cs.AI

Comments Text2KG 2024, ESWC 2024

GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models

Ruotong Liao, Xu Jia, Yangzhe Li, Yunpu Ma, Volker Tresp

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments 14 pages, Findings of NAACL 2024, Spotlight on TGL@NeurIPS2023

KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion

Yanbin Wei, Qiushi Huang, James T. Kwok, Yu Zhang

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2023 Findings

Instructed Language Models with Retrievers Are Powerful Entity Linkers

Zilin Xiao, Ming Gong, Jie Wu, Xingyao Zhang, Linjun Shou, Jian Pei, Daxin Jiang

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2023 Main

Polar Ducks and Where to Find Them: Enhancing Entity Linking with Duck Typing and Polar Box Embeddings

Mattia Atzeni, Mikhail Plekhanov, Frédéric A. Dreyer, Nora Kassner, Simone Merello, Louis Martin, Nicola Cancedda

专题命中 图谱与结构化RAG ：dense retrieval(abstract)；分类 cs.CL、cs.AI

Comments Accepted at EMNLP 2023

Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation

Minki Kang, Jin Myung Kwak, Jinheon Baek, Sung Ju Hwang

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments Preprint. Under review