Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?

20 August 2023

Yue Liu

Papers citing "Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?"

47 / 97 papers shown

Title
DyKnow:Dynamically Verifying Time-Sensitive Factual Knowledge in LLMs Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 30 5 0 10 Apr 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 33 8 0 01 Apr 2024
Exploring the Potential of Large Language Models in Graph Generation Yang Yao Xin Eric Wang Zeyang Zhang Yi Qin Ziwei Zhang Xu Chu Yuekui Yang Wenwu Zhu Hong-yan Mei 27 11 0 21 Mar 2024
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding Ahmad A Mahmood Ashmal Vayani Muzammal Naseer Salman Khan Fahad Shahbaz Khan LRM 49 7 0 21 Mar 2024
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models Jio Oh Soyeon Kim Junseok Seo Jindong Wang Ruochen Xu Xing Xie Steven Euijong Whang 36 1 0 08 Mar 2024
SnapNTell: Enhancing Entity-Centric Visual Question Answering with Retrieval Augmented Multimodal LLM Jielin Qiu Andrea Madotto Zhaojiang Lin Paul A. Crook Y. Xu Xin Luna Dong Christos Faloutsos Lei Li Babak Damavandi Seungwhan Moon 26 8 0 07 Mar 2024
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection Yuexin Li Chengyu Huang Shumin Deng Mei Lin Lock Tri Cao Nay Oo Hoon Wei Lim Bryan Hooi 34 16 0 04 Mar 2024
Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 19 27 0 03 Mar 2024
Automatic Question-Answer Generation for Long-Tail Knowledge Rohan Kumar Youngmin Kim Sunitha Ravi Haitian Sun Christos Faloutsos Ruslan Salakhutdinov Minji Yoon 21 7 0 03 Mar 2024
Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models Zhuoran Jin Pengfei Cao Yubo Chen Kang Liu Xiaojian Jiang Jiexin Xu Qiuxia Li Jun Zhao 193 43 0 22 Feb 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models Seiji Maekawa Hayate Iso Sairam Gurajada Nikita Bhutani RALM KELM 21 14 0 21 Feb 2024
ChatEL: Entity Linking with Chatbots Yifan Ding Qingkai Zeng Tim Weninger KELM 23 5 0 20 Feb 2024
REALM: RAG-Driven Enhancement of Multimodal Electronic Health Records Analysis via Large Language Models Yinghao Zhu Changyu Ren Shiyun Xie Shukai Liu Hangyuan Ji ... Tao Sun Long He Zhoujun Li Xi Zhu Chengwei Pan 45 18 0 10 Feb 2024
EntGPT: Linking Generative Large Language Models with Knowledge Bases Yifan Ding Amrit Poudel Qingkai Zeng Tim Weninger Balaji Veeramani Sanmitra Bhattacharya ReLM KELM LRM 18 4 0 09 Feb 2024
Calibrating Long-form Generations from Large Language Models Yukun Huang Yixin Liu Raghuveer Thirukovalluru Arman Cohan Bhuwan Dhingra 16 6 0 09 Feb 2024
Contextualization Distillation from Large Language Model for Knowledge Graph Completion Dawei Li Zhen Tan Tianlong Chen Huan Liu KELM 25 12 0 28 Jan 2024
Do LLMs Dream of Ontologies? Marco Bombieri Paolo Fiorini Simone Paolo Ponzetto M. Rospocher CLL 21 2 0 26 Jan 2024
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems Tianyu Cui Yanling Wang Chuanpu Fu Yong Xiao Sijia Li ... Junwu Xiong Xinyu Kong Zujie Wen Ke Xu Qi Li 52 56 0 11 Jan 2024
LightHouse: A Survey of AGI Hallucination Feng Wang LRM HILM VLM 19 3 0 08 Jan 2024
Indoor and Outdoor 3D Scene Graph Generation via Language-Enabled Spatial Ontologies Jared Strader Nathan Hughes William Chen Alberto Speranzon Luca Carlone 3DV 15 17 0 18 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 16 8 0 11 Dec 2023
Making Large Language Models Better Knowledge Miners for Online Marketing with Progressive Prompting Augmentation Chunjing Gan Dan Yang Binbin Hu Ziqi Liu Yue Shen Zhiqiang Zhang Jinjie Gu Jun Zhou Guannan Zhang 32 3 0 08 Dec 2023
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge Graphs Ruijie Wang Luca Rossetto Michael Cochez Abraham Bernstein 9 0 0 04 Dec 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan Ö. Arik Tomas Pfister HILM 15 25 0 16 Nov 2023
AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph Zhaowei Wang Haochen Shi Weiqi Wang Tianqing Fang Hongming Zhang Sehyun Choi Xin Liu Yangqiu Song 18 11 0 15 Nov 2023
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification Haoqiang Kang Juntong Ni Huaxiu Yao HILM LRM 14 33 0 15 Nov 2023
When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks Hao Peng Xiaozhi Wang Jianhui Chen Weikai Li Y. Qi ... Zhili Wu Kaisheng Zeng Bin Xu Lei Hou Juanzi Li 24 27 0 15 Nov 2023
Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination Luis-Daniel Ibánez J. Domingue Sabrina Kirrane O. Seneviratne Aisling Third Maria-Esther Vidal 13 2 0 30 Oct 2023
KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval Marah Abdin Suriya Gunasekar Varun Chandrasekaran Jerry Li Mert Yuksekgonul Rahee Peshawaria Ranjita Naik Besmira Nushi 49 12 0 24 Oct 2023
Evaluating the Knowledge Base Completion Potential of GPT Blerta Veseli Simon Razniewski Jan-Christoph Kalo G. Weikum KELM ELM 16 7 0 23 Oct 2023
Emptying the Ocean with a Spoon: Should We Edit Models? Yuval Pinter Michael Elhadad KELM 20 26 0 18 Oct 2023
Systematic Assessment of Factual Knowledge in Large Language Models Linhao Luo Thuy-Trang Vu Dinh Q. Phung Gholamreza Haffari KELM 10 9 0 18 Oct 2023
KGQuiz: Evaluating the Generalization of Encoded Knowledge in Large Language Models Yuyang Bai Shangbin Feng Vidhisha Balachandran Zhaoxuan Tan Shiqi Lou Tianxing He Yulia Tsvetkov ELM 33 2 0 15 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 170 0 11 Oct 2023
Making Large Language Models Perform Better in Knowledge Graph Completion Yichi Zhang Zhuo Chen Lingbing Guo Yajing Xu Wen Zhang Hua-zeng Chen 24 40 0 10 Oct 2023
Procedural Text Mining with Large Language Models Anisa Rula Jennifer D’Souza 8 8 0 05 Oct 2023
RA-DIT: Retrieval-Augmented Dual Instruction Tuning Xi Victoria Lin Xilun Chen Mingda Chen Weijia Shi Maria Lomeli ... Jacob Kahn Gergely Szilvasy Mike Lewis Luke Zettlemoyer Scott Yih RALM 32 125 0 02 Oct 2023
Resolving Knowledge Conflicts in Large Language Models Yike Wang Shangbin Feng Heng Wang Weijia Shi Vidhisha Balachandran Tianxing He Yulia Tsvetkov 48 12 0 02 Oct 2023
Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models Mert Yuksekgonul Varun Chandrasekaran Erik Jones Suriya Gunasekar Ranjita Naik Hamid Palangi Ece Kamar Besmira Nushi HILM 13 39 0 26 Sep 2023
Physics of Language Models: Part 3.2, Knowledge Manipulation Zeyuan Allen-Zhu Yuanzhi Li KELM 6 81 0 25 Sep 2023
Physics of Language Models: Part 3.1, Knowledge Storage and Extraction Zeyuan Allen-Zhu Yuanzhi Li KELM 33 124 0 25 Sep 2023
Chain-of-Verification Reduces Hallucination in Large Language Models S. Dhuliawala M. Komeili Jing Xu Roberta Raileanu Xian Li Asli Celikyilmaz Jason Weston LRM HILM 15 85 0 20 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 36 507 0 03 Sep 2023
Towards Semantically Enriched Embeddings for Knowledge Graph Completion Mehwish Alam F. V. Harmelen Maribel Acosta 17 4 0 31 Jul 2023
WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia Sina J. Semnani Violet Z. Yao He Zhang M. Lam KELM AI4MH 20 71 0 23 May 2023
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 301 11,730 0 04 Mar 2022
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 197 152 0 30 Dec 2020