Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 2974 papers

Title	Date	Tasks	Status	Hype
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering	Apr 23, 2024	Graph Question AnsweringHallucination	CodeCode Available	2
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking Techniques	Mar 9, 2024	Knowledge GraphsLong Form Question Answering	CodeCode Available	2
Multi-perspective Improvement of Knowledge Graph Completion with Large Language Models	Mar 4, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	2
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment	Feb 16, 2024	Entity AlignmentGraph Neural Network	CodeCode Available	2
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion	Feb 4, 2024	In-Context LearningKnowledge Graph Completion	CodeCode Available	2
Graph Language Models	Jan 13, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	2
Biomedical knowledge graph-optimized prompt generation for large language models	Nov 29, 2023	BenchmarkingKnowledge Graphs	CodeCode Available	2
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models	Oct 13, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	2
Towards Foundation Models for Knowledge Graph Reasoning	Oct 6, 2023	Knowledge GraphsLink Prediction	CodeCode Available	2
One for All: Towards Training One Graph Model for All Classification Tasks	Sep 29, 2023	AllGraph Classification	CodeCode Available	2

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified