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 1491–1500 of 2974 papers

Title	Date	Tasks	Status	Hype
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning	Nov 8, 2022	Contrastive LearningKnowledge Graphs	CodeCode Available	0
Hyperbolic Graph Representation Learning: A Tutorial	Nov 8, 2022	Graph LearningGraph Representation Learning	—Unverified	0
An Ensemble-based approach for assigning text to correct Harmonized system code	Nov 8, 2022	Knowledge GraphsNER	—Unverified	0
Query-Specific Knowledge Graphs for Complex Finance Topics	Nov 8, 2022	Document RankingKnowledge Graphs	—Unverified	0
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces	Nov 7, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance data	Nov 5, 2022	Knowledge GraphsNamed Entity Recognition (NER)	CodeCode Available	0
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge Graphs	Nov 5, 2022	AttributeBenchmarking	CodeCode Available	1
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training	Nov 5, 2022	Domain AdaptationGRAPH DOMAIN ADAPTATION	—Unverified	0
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction	Nov 4, 2022	Fraud DetectionKnowledge Graph Completion	CodeCode Available	1
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note	Nov 3, 2022	Graph EmbeddingKnowledge Graph Embedding	—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