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StructGPT: A General Framework for Large Language Model to Reason over Structured Data

16 May 2023

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Papers citing "StructGPT: A General Framework for Large Language Model to Reason over Structured Data"

50 / 201 papers shown

Title
EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records Yeonsu Kwon Jiho Kim Gyubok Lee Seongsu Bae Daeun Kyung Wonchul Cha Tom Pollard Alistair E. W. Johnson Edward Choi 178 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 441 3 0 31 Dec 2024
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics Atin Sakkeer Hussain LRM 98 0 0 18 Dec 2024
GraphTool-Instruction: Revolutionizing Graph Reasoning in LLMs through Decomposed Subtask Instruction Rongzheng Wang Shuang Liang Qizhi Chen Jiasheng Zhang Ke Qin 114 0 0 11 Dec 2024
SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration Yuanhao Shen Xiaodan Zhu Lei Chen 148 5 0 11 Dec 2024
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs Xiaqiang Tang Jian Li Nan Du Sihong Xie 138 3 0 10 Dec 2024
A Self-guided Multimodal Approach to Enhancing Graph Representation Learning for Alzheimer's Diseases Zhepeng Wang Runxue Bao Yawen Wu Guodong Liu Lei Yang Liang Zhan Feng Zheng Weiwen Jiang Yanfu Zhang 183 0 0 09 Dec 2024
Tree-of-Table: Unleashing the Power of LLMs for Enhanced Large-Scale Table Understanding Deyi Ji Lanyun Zhu Siqi Gao Peng Xu Hongtao Lu Jieping Ye Feng Zhao PINN LMTD 92 6 0 13 Nov 2024
Can Language Models Enable In-Context Database? Yu Pan Hongfeng Yu Tianjiao Zhao Jianxin Sun KELM SyDa LMTD 59 0 0 04 Nov 2024
Defense Against Prompt Injection Attack by Leveraging Attack Techniques Yulin Chen Haoran Li Zihao Zheng Yangqiu Song Dekai Wu Bryan Hooi SILM AAML 180 7 0 01 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 106 22 0 31 Oct 2024
Synergizing LLM Agents and Knowledge Graph for Socioeconomic Prediction in LBSN Zhilun Zhou Jingyang Fan Yu Liu Fengli Xu Depeng Jin Yong Li 47 1 0 29 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 203 17 0 28 Oct 2024
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains Keliang Li Tianhua Zhang Xixin Wu Hongyin Luo James Glass Helen Meng 68 5 0 24 Oct 2024
Can Large Language Models Act as Ensembler for Multi-GNNs? Hanqi Duan Yao Cheng Jianxiang Yu Xiang Li AI4CE 77 0 0 22 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 196 10 0 18 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
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models Linhao Luo Zicheng Zhao Chen Gong Gholamreza Haffari Chen Gong Shirui Pan LRM RALM 193 8 0 16 Oct 2024
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective Bo Ni Yu Wang Lu Cheng Erik Blasch Hanyu Wang 26 3 0 11 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM RALM ELM 150 10 0 10 Oct 2024
Temporal Relational Reasoning of Large Language Models for Detecting Stock Portfolio Crashes Kelvin J.L. Koa Yunshan Ma Ritchie Ng Huanhuan Zheng Tat-Seng Chua AIFin 50 2 0 07 Oct 2024
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering Yu Zhang Kehai Chen Xuefeng Bai zhao kang Quanjiang Guo Min Zhang 117 12 0 02 Oct 2024
Crafting Personalized Agents through Retrieval-Augmented Generation on Editable Memory Graphs Zheng Wang Zhongyang Li Zeren Jiang Dandan Tu Wei Shi 78 8 0 28 Sep 2024
PTD-SQL: Partitioning and Targeted Drilling with LLMs in Text-to-SQL Ruilin Luo Liyuan Wang Binghuai Lin Zicheng Lin Yujiu Yang LRM 72 8 0 21 Sep 2024
Large Language Models are Pattern Matchers: Editing Semi-Structured and Structured Documents with ChatGPT Irene Weber KELM AI4MH 60 1 0 12 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Qing Cui Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 95 19 0 10 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 242 32 0 10 Sep 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques and Evolution Yucheng Ruan Xiang Lan Jingying Ma Yizhi Dong Kai He Mengling Feng LMTD 134 10 0 20 Aug 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 108 111 0 15 Aug 2024
Interactive-T2S: Multi-Turn Interactions for Text-to-SQL with Large Language Models Guanming Xiong Junwei Bao Hongfei Jiang Yang Song Wen Zhao LRM 110 2 0 09 Aug 2024
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs Daniel Steinigen Roman Teucher Timm Heine Ruland Max Rudat Nicolas Flores-Herr Peter Fischer Nikola Milosevic Christopher Schymura Angelo Ziletti 80 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 114 9 0 31 Jul 2024
Enhancing LLM's Cognition via Structurization Kai-Chun Liu Zhihang Fu Chao Chen Wei Zhang Rongxin Jiang Fan Zhou Yao-Shen Chen Yue-bo Wu Jieping Ye 81 1 0 23 Jul 2024
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models Quan Li Tianxiang Zhao Lingwei Chen Junjie Xu Suhang Wang AI4CE 120 0 0 19 Jul 2024
Struct-X: Enhancing Large Language Models Reasoning with Structured Data Jue Chen Haoyu Wang Xihe Qiu Yuan Cheng Yinghui Xu Wei Chu Yuan Qi 77 5 0 17 Jul 2024
SpreadsheetLLM: Encoding Spreadsheets for Large Language Models Yuzhang Tian Jianbo Zhao Haoyu Dong Junyu Xiong Shiyu Xia ... Yun Lin José Cambronero Yeye He Shi Han Dongmei Zhang LMTD 107 6 0 12 Jul 2024
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents Petr Anokhin Nikita Semenov Artyom Sorokin Dmitry Evseev Andrey Kravchenko Mikhail Burtsev Evgeny Burnaev LLMAG RALM KELM 128 10 0 05 Jul 2024
ALTER: Augmentation for Large-Table-Based Reasoning Han Zhang Yuheng Ma Hanfang Yang RALM LMTD 93 5 0 03 Jul 2024
Learning to Reduce: Towards Improving Performance of Large Language Models on Structured Data Younghun Lee Sungchul Kim Ryan Rossi Tong Yu Xiang Chen LMTD 69 2 0 03 Jul 2024
Is It Really Long Context if All You Need Is Retrieval? Towards Genuinely Difficult Long Context NLP Omer Goldman Alon Jacovi Aviv Slobodkin Aviya Maimon Ido Dagan Reut Tsarfaty 116 11 0 29 Jun 2024
SPARKLE: Enhancing SPARQL Generation with Direct KG Integration in Decoding Jaebok Lee Hyeonjeong Shin 105 2 0 29 Jun 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 145 4 0 29 Jun 2024
TrustUQA: A Trustful Framework for Unified Structured Data Question Answering Wen Zhang Long Jin Yushan Zhu Jiaoyan Chen Zhiwei Huang Junjie Wang Yin Hua Lei Liang Huajun Chen LMTD 84 3 0 27 Jun 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 107 13 0 26 Jun 2024
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph Tong Zhou Yubo Chen Kang Liu Jun Zhao HILM RALM 105 2 0 25 Jun 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 111 5 0 25 Jun 2024
A Learn-Then-Reason Model Towards Generalization in Knowledge Base Question Answering Lingxi Zhang Jing Zhang Yanling Wang Cuiping Li Hong Chen 47 0 0 20 Jun 2024
Temporal Knowledge Graph Question Answering: A Survey Miao Su Zixuan Li Zhuo Chen Long Bai Xiaolong Jin Jiafeng Guo 109 4 0 20 Jun 2024
Knowledge Graph-Enhanced Large Language Models via Path Selection Haochen Liu Song Wang Yaochen Zhu Yushun Dong Jundong Li KELM 75 22 0 19 Jun 2024
SQLFixAgent: Towards Semantic-Accurate Text-to-SQL Parsing via Consistency-Enhanced Multi-Agent Collaboration Jipeng Cen Jiaxin Liu Zhixu Li Jingjing Wang 92 1 0 19 Jun 2024