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 831–840 of 2974 papers

Title	Date	Tasks	Status	Hype
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge Graphs	Mar 6, 2024	Knowledge Graphs	CodeCode Available	0
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering	Mar 5, 2024	FormKnowledge Graphs	CodeCode Available	0
AceMap: Knowledge Discovery through Academic Graph	Mar 5, 2024	Knowledge GraphsReading Comprehension	—Unverified	0
Fuzzy Datalog^ over Arbitrary t-Norms	Mar 5, 2024	Knowledge GraphsLogical Reasoning	—Unverified	0
Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations	Mar 5, 2024	Knowledge GraphsPrompt Engineering	—Unverified	0
Multi-perspective Improvement of Knowledge Graph Completion with Large Language Models	Mar 4, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	2
EEE-QA: Exploring Effective and Efficient Question-Answer Representations	Mar 4, 2024	Knowledge GraphsQuestion Answering	CodeCode Available	0
Unveiling Hidden Links Between Unseen Security Entities	Mar 4, 2024	Knowledge GraphsLanguage Modelling	—Unverified	0
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection	Mar 4, 2024	Knowledge GraphsLanguage Modelling	CodeCode Available	1
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering	Mar 3, 2024	Claim VerificationGraph Question Answering	—Unverified	0

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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