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 841–850 of 2974 papers

Title	Date	Tasks	Status	Hype
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering	Mar 3, 2024	Claim VerificationGraph Question Answering	—Unverified	0
Automatic Question-Answer Generation for Long-Tail Knowledge	Mar 3, 2024	Answer GenerationKnowledge Graphs	—Unverified	0
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail Knowledge	Mar 3, 2024	Claim VerificationGraph Question Answering	CodeCode Available	1
Extending Complex Logical Queries on Uncertain Knowledge Graphs	Mar 3, 2024	Knowledge Graphs	—Unverified	0
A Survey on Temporal Knowledge Graph: Representation Learning and Applications	Mar 2, 2024	Graph Representation LearningKnowledge Graphs	—Unverified	0
Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment	Mar 2, 2024	AttributeContrastive Learning	—Unverified	0
AutoRD: An Automatic and End-to-End System for Rare Disease Knowledge Graph Construction Based on Ontologies-enhanced Large Language Models	Mar 1, 2024	graph constructionKnowledge Graphs	—Unverified	0
Negative Sampling in Knowledge Graph Representation Learning: A Review	Feb 29, 2024	Graph EmbeddingGraph Representation Learning	—Unverified	0
Explainable Session-based Recommendation via Path Reasoning	Feb 28, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	—Unverified	0
Unsupervised multiple choices question answering via universal corpus	Feb 27, 2024	FormKnowledge Graphs	—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