LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities

22 May 2023

Shumin Deng

Huajun Chen

Ningyu Zhang

LLMAG

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Papers citing "LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities"

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Title
Soft Reasoning Paths for Knowledge Graph Completion Yanning Hou Sihang Zhou Ke Liang Lingyuan Meng Xiaoshu Chen K. Xu Siwei Wang Xinwang Liu Jian Huang 22 0 0 06 May 2025
Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking Alireza Sadeghi F. Hajati A. Argha Nigel H Lovell Min Yang Hamid Alinejad-Rokny 27 0 0 03 May 2025
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback Manzong Huang Chenyang Bu Yi He Xindong Wu 62 0 0 28 Jan 2025
Can LLMs be Good Graph Judger for Knowledge Graph Construction? Haoyu Huang C. L. P. Chen Conghui He Yang Li Jiawei Jiang W. Zhang 76 1 0 26 Nov 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu Hongyi Wu Zihan Guan Ronghang Zhu Dongliang Guo Daiqing Qi Sheng Li SILM 22 3 0 10 Oct 2024
Assessing LLMs Suitability for Knowledge Graph Completion Vasile Ionut Iga G. Silaghi 35 2 0 27 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 26 35 0 20 May 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 47 25 0 25 Jan 2024
Revisiting Large Language Models as Zero-shot Relation Extractors Guozheng Li Peng Wang Wenjun Ke KELM LRM ReLM 44 25 0 08 Oct 2023
Exploring Large Language Models for Knowledge Graph Completion Liang Yao Jiazhen Peng Chengsheng Mao Yuan Luo 20 37 0 26 Aug 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,232 0 22 Mar 2023
Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! Yubo Ma Yixin Cao YongChing Hong Aixin Sun RALM 74 85 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 61 143 0 12 Mar 2023
ChatGPT Makes Medicine Easy to Swallow: An Exploratory Case Study on Simplified Radiology Reports Katharina Jeblick B. Schachtner Jakob Dexl Andreas Mittermeier Anna Theresa Stüber ... Tobias Weber Philipp Wesp B. Sabel J. Ricke Michael Ingrisch LM&MA MedIm 98 368 0 30 Dec 2022
Generative Knowledge Graph Construction: A Review Hongbin Ye Ningyu Zhang Hui Chen Huajun Chen 41 68 0 23 Oct 2022
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases Donghan Yu Shenmin Zhang Patrick K. L. Ng Henghui Zhu A. Li J. Wang Yiqun Hu William Wang Zhiguo Wang Bing Xiang 149 76 0 30 Sep 2022
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models Shibo Hao Bowen Tan Kaiwen Tang Bin Ni Xiyan Shao Hengzhe Zhang Eric P. Xing Zhiting Hu 24 25 0 28 Jun 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Packed Levitated Marker for Entity and Relation Extraction Deming Ye Yankai Lin Peng Li Maosong Sun 129 105 0 13 Sep 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 198 214 0 04 Jan 2021
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 393 2,216 0 03 Sep 2019