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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"

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Title
Bringing Structure to Naturalness: On the Naturalness of ASTs Profir-Petru Pârţachi Mahito Sugiyama 90 1 0 11 Apr 2025
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized Formats William Brach Kristián Košťál Michal Ries 475 0 0 04 Mar 2025
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning Haiteng Zhao Chang Ma FangZhi Xu Lingpeng Kong Zhi-Hong Deng LRM 124 3 0 23 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim Edward Choi 126 0 0 18 Feb 2025
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs Qi Zhao Hongyu Yang Qi Song Xinwei Yao Xiangyang Li 100 0 0 17 Feb 2025
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 165 0 0 31 Dec 2024
Defense Against Prompt Injection Attack by Leveraging Attack Techniques Yulin Chen Haoran Li Zihao Zheng Yangqiu Song Dekai Wu Bryan Hooi SILM AAML 148 7 0 01 Nov 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 191 17 0 28 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 181 10 0 18 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 179 8 0 16 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 146 10 0 10 Oct 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 215 32 0 10 Sep 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 97 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
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 133 4 0 29 Jun 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 102 5 0 25 Jun 2024
Temporal Knowledge Graph Question Answering: A Survey Miao Su Zixuan Li Zhuo Chen Long Bai Xiaolong Jin Jiafeng Guo 98 4 0 20 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 171 74 0 12 Jun 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 129 47 0 23 May 2024
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 171 11 0 22 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 185 60 0 23 Apr 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Yanling Wang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... Didong Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 110 36 0 28 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 147 12 0 04 Mar 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models Guanming Xiong Junwei Bao Wen Zhao KELM 128 13 0 23 Feb 2024
Large Language Models Can Better Understand Knowledge Graphs Than We Thought Xinbang Dai Yuncheng Hua Tongtong Wu Yang Sheng Qiu Ji Guilin Qi 153 0 0 18 Feb 2024
Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs Zhikai Chen Haitao Mao Hang Li Wei Jin Haifang Wen ... Shuaiqiang Wang Dawei Yin Wenqi Fan Hui Liu Jiliang Tang AI4CE 154 286 0 07 Jul 2023
From Zero to Hero: Examining the Power of Symbolic Tasks in Instruction Tuning Qian Liu Fan Zhou Zhengbao Jiang Longxu Dou Min Lin 88 17 0 17 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 Mar 2023
A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability Aiwei Liu Xuming Hu Lijie Wen Philip S. Yu LMTD AI4MH 123 154 0 12 Mar 2023
Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback Baolin Peng Michel Galley Pengcheng He Hao Cheng Yujia Xie ... Qiuyuan Huang Lars Liden Zhou Yu Weizhu Chen Jianfeng Gao KELM HILM LRM 100 400 0 24 Feb 2023
Toolformer: Language Models Can Teach Themselves to Use Tools Timo Schick Jane Dwivedi-Yu Roberto Dessì Roberta Raileanu Maria Lomeli Luke Zettlemoyer Nicola Cancedda Thomas Scialom SyDa RALM 176 1,772 0 09 Feb 2023
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Dan Su ... Tiezheng Yu Willy Chung Quyet V. Do Yan Xu Pascale Fung ReLM LRM 140 1,392 0 08 Feb 2023
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning Yunhu Ye Binyuan Hui Min Yang Binhua Li Fei Huang Yongbin Li LMTD ReLM LRM 134 162 0 31 Jan 2023
Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments Yu Gu Xiang Deng Yu-Chuan Su LLMAG 113 57 0 19 Dec 2022
Injecting Domain Knowledge in Language Models for Task-Oriented Dialogue Systems Denis Emelin Daniele Bonadiman Sawsan Alqahtani Yi Zhang Saab Mansour 77 17 0 15 Dec 2022
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 116 84 0 02 Dec 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 112 462 0 18 Nov 2022
Towards Generalizable and Robust Text-to-SQL Parsing Chang Gao Bowen Li Wenxuan Zhang W. Lam Binhua Li Fei Huang Luo Si Yongbin Li 105 8 0 23 Oct 2022
Transcending Scaling Laws with 0.1% Extra Compute Yi Tay Jason W. Wei Hyung Won Chung Vinh Q. Tran David R. So ... Donald Metzler Slav Petrov N. Houlsby Quoc V. Le Mostafa Dehghani LRM 100 71 0 20 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 84 153 0 13 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 228 215 0 06 Oct 2022
SKILL: Structured Knowledge Infusion for Large Language Models Fedor Moiseev Zhe Dong Enrique Alfonseca Martin Jaggi KELM 92 60 0 17 May 2022
RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL Jiexing Qi Jingyao Tang Ziwei He Xiangpeng Wan Yu-Jie Cheng Chenghu Zhou Xinbing Wang Quanshi Zhang Zhouhan Lin LMTD 68 113 0 14 May 2022
Great Truths are Always Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models Jinhao Jiang Kun Zhou Wayne Xin Zhao Ji-Rong Wen 67 15 0 04 May 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 377 3,700 0 02 May 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 537 6,301 0 05 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 900 13,228 0 04 Mar 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 108 304 0 16 Jan 2022
WebGPT: Browser-assisted question-answering with human feedback Reiichiro Nakano Jacob Hilton S. Balaji Jeff Wu Ouyang Long ... Gretchen Krueger Kevin Button Matthew Knight B. Chess John Schulman ALM RALM 196 1,297 0 17 Dec 2021
Knowledge Enhanced Pretrained Language Models: A Compreshensive Survey Xiaokai Wei Shen Wang Dejiao Zhang Parminder Bhatia Andrew O. Arnold KELM 93 46 0 16 Oct 2021