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

16 May 2023

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

50 / 193 papers shown

Title
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 78 4 0 18 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 37 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 34 0 0 16 Oct 2024
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective Bo Ni Yu Wang Lu Cheng Erik Blasch Tyler Derr 26 1 0 11 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 26 1 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 31 6 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 52 7 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 35 5 0 21 Sep 2024
Large Language Models are Pattern Matchers: Editing Semi-Structured and Structured Documents with ChatGPT Irene Weber KELM AI4MH 37 0 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 51 11 0 10 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 63 23 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 65 3 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 48 64 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 31 1 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 36 1 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 34 6 0 31 Jul 2024
ClinicRealm: Re-evaluating Large Language Models with Conventional Machine Learning for Non-Generative Clinical Prediction Tasks Yinghao Zhu Junyi Gao Zixiang Wang Weibin Liao Xiaochen Zheng ... Yasha Wang Lequan Yu Chengwei Pan Ewen M. Harrison Liantao Ma AI4MH ELM LM&MA 66 2 0 26 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 55 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 49 0 0 19 Jul 2024
Struct-X: Enhancing Large Language Models Reasoning with Structured Data Xiaoyu Tan Haoyu Wang Xihe Qiu Yuan Cheng Yinghui Xu Wei Chu Yuan Qi 54 4 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 43 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 Mikhail Burtsev Evgeny Burnaev Evgeny Burnaev LLMAG RALM KELM 52 7 0 05 Jul 2024
ALTER: Augmentation for Large-Table-Based Reasoning Han Zhang Yuheng Ma Hanfang Yang RALM LMTD 35 2 0 03 Jul 2024
Learning to Reduce: Towards Improving Performance of Large Language Models on Structured Data Younghun Lee Sungchul Kim Ryan A. Rossi Tong Yu Xiang Chen LMTD 40 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 64 11 0 29 Jun 2024
SPARKLE: Enhancing SPARQL Generation with Direct KG Integration in Decoding Jaebok Lee Hyeonjeong Shin 29 1 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 52 2 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 39 2 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 44 10 0 26 Jun 2024
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph Tong Zhou Yubo Chen Kang Liu Jun Zhao HILM RALM 37 1 0 25 Jun 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 58 4 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 45 0 0 20 Jun 2024
Temporal Knowledge Graph Question Answering: A Survey Miao Su Zixuan Li Zhuo Chen Long Bai Xiaolong Jin Jiafeng Guo 58 2 0 20 Jun 2024
Knowledge Graph-Enhanced Large Language Models via Path Selection Haochen Liu Song Wang Yaochen Zhu Yushun Dong Jundong Li KELM 35 16 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 33 1 0 19 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 45 0 0 19 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 39 18 0 18 Jun 2024
On the Robustness of Language Models for Tabular Question Answering Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao LMTD 44 3 0 18 Jun 2024
Efficient Prompting for LLM-based Generative Internet of Things Bin Xiao B. Kantarci Jiawen Kang Dusit Niyato Mohsen Guizani 35 16 0 14 Jun 2024
cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers Anirudh S. Sundar Jin Xu William Gay Christopher Richardson Larry Heck 59 0 0 12 Jun 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 74 50 0 12 Jun 2024
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs Haishuo Fang Xiaodan Zhu Iryna Gurevych AI4CE 32 1 0 11 Jun 2024
Transforming Wearable Data into Health Insights using Large Language Model Agents Mike A. Merrill Akshay Paruchuri Naghmeh Rezaei Geza Kovacs Javier Perez ... Shwetak Patel Jiening Zhan Tim Althoff Daniel J. McDuff Xin Liu LM&MA LLMAG AI4CE 54 8 0 10 Jun 2024
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs Pranoy Panda Ankush Agarwal Chaitanya Devaguptapu Manohar Kaul Prathosh A P RALM 27 10 0 10 Jun 2024
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs Zijian Li Qingyan Guo Jiawei Shao Lei Song Jiang Bian Jun Zhang Rui Wang RALM 34 11 0 03 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 42 1 0 03 Jun 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 62 52 0 30 May 2024
Detecting Hallucinations in Large Language Model Generation: A Token Probability Approach Ernesto Quevedo Jorge Yero Rachel Koerner Pablo Rivas Tomas Cerny HILM 41 12 0 30 May 2024
GRAG: Graph Retrieval-Augmented Generation Yuntong Hu Zhihan Lei Zhengwu Zhang Bo Pan Chen Ling Liang Zhao 43 20 0 26 May 2024
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities Shiyu Xia Junyu Xiong Haoyu Dong Jianbo Zhao Yuzhang Tian Mengyu Zhou Yeye He Shi Han Dongmei Zhang VLM CoGe LMTD 44 1 0 25 May 2024