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 531–540 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
CSKG: The CommonSense Knowledge Graph	Dec 21, 2020	Knowledge GraphsNatural Language Understanding	CodeCode Available	1	5
Inductive Entity Representations from Text via Link Prediction	Oct 7, 2020	Inductive knowledge graph completionInductive Link Prediction	CodeCode Available	1	5
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation	Sep 26, 2023	DiversityKnowledge Graph Completion	CodeCode Available	1	5
Context-aware Entity Typing in Knowledge Graphs	Sep 16, 2021	Entity TypingKnowledge Graphs	CodeCode Available	1	5
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training	Jun 8, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1	5
A Critical Assessment of State-of-the-Art in Entity Alignment	Oct 30, 2020	BenchmarkingEntity Alignment	CodeCode Available	1	5
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph	Sep 30, 2022	Knowledge Graphs	CodeCode Available	1	5
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1	5
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report Generation	Mar 18, 2023	Contrastive LearningDecoder	CodeCode Available	1	5
Inductive Knowledge Graph Reasoning for Multi-batch Emerging Entities	Aug 22, 2022	Knowledge Graphs	CodeCode Available	1	5

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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