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Large Language Models Can Better Understand Knowledge Graphs Than We Thought

Large Language Models Can Better Understand Knowledge Graphs Than We Thought

18 February 2024
Xinbang Dai
Yuncheng Hua
Tongtong Wu
Yang Sheng
Qiu Ji
Guilin Qi
ArXivPDFHTML

Papers citing "Large Language Models Can Better Understand Knowledge Graphs Than We Thought"

33 / 33 papers shown
Title
Unveiling the Lexical Sensitivity of LLMs: Combinatorial Optimization
  for Prompt Enhancement
Unveiling the Lexical Sensitivity of LLMs: Combinatorial Optimization for Prompt Enhancement
Pengwei Zhan
Zhen Xu
Qian Tan
Jie Song
Ru Xie
59
7
0
31 May 2024
Leak, Cheat, Repeat: Data Contamination and Evaluation Malpractices in
  Closed-Source LLMs
Leak, Cheat, Repeat: Data Contamination and Evaluation Malpractices in Closed-Source LLMs
Simone Balloccu
Patrícia Schmidtová
Mateusz Lango
Ondrej Dusek
SILM
ELM
PILM
63
166
0
06 Feb 2024
MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop
  Queries
MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries
Yixuan Tang
Yi Yang
RALM
71
89
0
27 Jan 2024
Mind Your Format: Towards Consistent Evaluation of In-Context Learning
  Improvements
Mind Your Format: Towards Consistent Evaluation of In-Context Learning Improvements
Anton Voronov
Lena Wolf
Max Ryabinin
49
49
0
12 Jan 2024
KnowledgeNavigator: Leveraging Large Language Models for Enhanced
  Reasoning over Knowledge Graph
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph
Tiezheng Guo
Qingwen Yang
Chen Wang
Yanyi Liu
Pan Li
Jiawei Tang
Dapeng Li
Yingyou Wen
RALM
LRM
82
23
0
26 Dec 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through
  Self-Reflection
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection
Akari Asai
Zeqiu Wu
Yizhong Wang
Avirup Sil
Hannaneh Hajishirzi
RALM
226
699
0
17 Oct 2023
Quantifying Language Models' Sensitivity to Spurious Features in Prompt
  Design or: How I learned to start worrying about prompt formatting
Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting
Melanie Sclar
Yejin Choi
Yulia Tsvetkov
Alane Suhr
65
322
0
17 Oct 2023
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for
  Knowledge Graph Question Answering
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering
Yike Wu
Nan Hu
Sheng Bi
Guilin Qi
Jie Ren
Anhuan Xie
Wei Song
RALM
46
60
0
20 Sep 2023
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large
  Language Models
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models
Yilin Wen
Zifeng Wang
Jimeng Sun
ReLM
54
69
0
17 Aug 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap
Unifying Large Language Models and Knowledge Graphs: A Roadmap
Shirui Pan
Linhao Luo
Yufei Wang
Chen Chen
Jiapu Wang
Xindong Wu
KELM
84
738
0
14 Jun 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Lianmin Zheng
Wei-Lin Chiang
Ying Sheng
Siyuan Zhuang
Zhanghao Wu
...
Dacheng Li
Eric Xing
Haotong Zhang
Joseph E. Gonzalez
Ion Stoica
ALM
OSLM
ELM
226
4,085
0
09 Jun 2023
Graph Reasoning for Question Answering with Triplet Retrieval
Graph Reasoning for Question Answering with Triplet Retrieval
Shiyang Li
Yifan Gao
Hao Jiang
Qingyu Yin
Zheng Li
Xifeng Yan
Chao Zhang
Bing Yin
RALM
ReLM
62
30
0
30 May 2023
Label Words are Anchors: An Information Flow Perspective for
  Understanding In-Context Learning
Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning
Lean Wang
Lei Li
Damai Dai
Deli Chen
Hao Zhou
Fandong Meng
Jie Zhou
Xu Sun
91
183
0
23 May 2023
StructGPT: A General Framework for Large Language Model to Reason over
  Structured Data
StructGPT: A General Framework for Large Language Model to Reason over Structured Data
Jinhao Jiang
Kun Zhou
Zican Dong
Keming Ye
Wayne Xin Zhao
Ji-Rong Wen
LRM
LMTD
RALM
75
276
0
16 May 2023
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the
  Question Answering Performance of the GPT LLM Family
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM Family
Yiming Tan
Dehai Min
Y. Li
Wenbo Li
Nan Hu
Yongrui Chen
Guilin Qi
AI4MH
ELM
61
97
0
14 Mar 2023
A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT
A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT
Jules White
Quchen Fu
Sam Hays
Michael Sandborn
Carlos Olea
Henry Gilbert
Ashraf Elnashar
Jesse Spencer-Smith
Douglas C. Schmidt
LLMAG
114
1,073
0
21 Feb 2023
Knowledge Prompting in Pre-trained Language Model for Natural Language
  Understanding
Knowledge Prompting in Pre-trained Language Model for Natural Language Understanding
Jiadong Wang
Wenkang Huang
Qiuhui Shi
Hongbin Wang
Minghui Qiu
Xiang Li
Ming Gao
KELM
VLM
62
17
0
16 Oct 2022
Large Language Models are few(1)-shot Table Reasoners
Large Language Models are few(1)-shot Table Reasoners
Wenhu Chen
LMTD
ReLM
LRM
50
142
0
13 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context
  Generators
Generate rather than Retrieve: Large Language Models are Strong Context Generators
Wenhao Yu
Dan Iter
Shuohang Wang
Yichong Xu
Mingxuan Ju
Soumya Sanyal
Chenguang Zhu
Michael Zeng
Meng Jiang
RALM
AIMat
281
328
0
21 Sep 2022
AutoQGS: Auto-Prompt for Low-Resource Knowledge-based Question
  Generation from SPARQL
AutoQGS: Auto-Prompt for Low-Resource Knowledge-based Question Generation from SPARQL
Guanming Xiong
Junwei Bao
Wen Zhao
Youzheng Wu
Xiaodong He
RALM
44
8
0
26 Aug 2022
MVP: Multi-task Supervised Pre-training for Natural Language Generation
MVP: Multi-task Supervised Pre-training for Natural Language Generation
Tianyi Tang
Junyi Li
Wayne Xin Zhao
Ji-Rong Wen
77
24
0
24 Jun 2022
Survey of Hallucination in Natural Language Generation
Survey of Hallucination in Natural Language Generation
Ziwei Ji
Nayeon Lee
Rita Frieske
Tiezheng Yu
D. Su
...
Delong Chen
Wenliang Dai
Ho Shu Chan
Andrea Madotto
Pascale Fung
HILM
LRM
172
2,327
0
08 Feb 2022
Open Domain Question Answering with A Unified Knowledge Interface
Open Domain Question Answering with A Unified Knowledge Interface
Kaixin Ma
Hao Cheng
Xiaodong Liu
Eric Nyberg
Jianfeng Gao
RALM
153
39
0
16 Oct 2021
Inductive Relation Prediction by BERT
Inductive Relation Prediction by BERT
H. Zha
Zhiyu Zoey Chen
Xifeng Yan
100
54
0
12 Mar 2021
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced
  Pre-Trained Language Models
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models
Yusheng Su
Xu Han
Zhengyan Zhang
Peng Li
Zhiyuan Liu
Yankai Lin
Jie Zhou
Maosong Sun
ODL
29
24
0
29 Sep 2020
KQA Pro: A Dataset with Explicit Compositional Programs for Complex
  Question Answering over Knowledge Base
KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base
S. Cao
Jiaxin Shi
Liangming Pan
L. Nie
Yutong Xiang
Lei Hou
Juanzi Li
Bin He
Hanwang Zhang
LMTD
CoGe
53
100
0
08 Jul 2020
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language
  Model
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model
Wenhan Xiong
Jingfei Du
William Yang Wang
Veselin Stoyanov
SSL
KELM
81
201
0
20 Dec 2019
K-BERT: Enabling Language Representation with Knowledge Graph
K-BERT: Enabling Language Representation with Knowledge Graph
Weijie Liu
Peng Zhou
Zhe Zhao
Zhiruo Wang
Qi Ju
Haotang Deng
Ping Wang
253
782
0
17 Sep 2019
DocRED: A Large-Scale Document-Level Relation Extraction Dataset
DocRED: A Large-Scale Document-Level Relation Extraction Dataset
Yuan Yao
Deming Ye
Peng Li
Xu Han
Yankai Lin
Zhenghao Liu
Zhiyuan Liu
Lixin Huang
Jie Zhou
Maosong Sun
40
449
0
14 Jun 2019
ERNIE: Enhanced Language Representation with Informative Entities
ERNIE: Enhanced Language Representation with Informative Entities
Zhengyan Zhang
Xu Han
Zhiyuan Liu
Xin Jiang
Maosong Sun
Qun Liu
72
1,390
0
17 May 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language
  Understanding
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin
Ming-Wei Chang
Kenton Lee
Kristina Toutanova
VLM
SSL
SSeg
917
93,936
0
11 Oct 2018
Variational Reasoning for Question Answering with Knowledge Graph
Variational Reasoning for Question Answering with Knowledge Graph
Yuyu Zhang
H. Dai
Zornitsa Kozareva
Alex Smola
Le Song
68
472
0
12 Sep 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text
SQuAD: 100,000+ Questions for Machine Comprehension of Text
Pranav Rajpurkar
Jian Zhang
Konstantin Lopyrev
Percy Liang
RALM
144
8,067
0
16 Jun 2016
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