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 1871–1880 of 2974 papers

Title	Date	Tasks	Status	Hype
Easy Semantification of Bioassays	Nov 30, 2021	ClusteringData Integration	—Unverified	0
MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph	Nov 29, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation	Nov 24, 2021	Explainable RecommendationKnowledge Graphs	—Unverified	0
Triple Classification for Scholarly Knowledge Graph Completion	Nov 23, 2021	ClassificationKnowledge Graph Completion	—Unverified	0
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows	Nov 22, 2021	Dynamic graph embeddingGraph Embedding	—Unverified	0
Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples	Nov 22, 2021	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs	Nov 20, 2021	Drug DiscoveryKnowledge Graphs	—Unverified	0
Explaining GNN over Evolving Graphs using Information Flow	Nov 19, 2021	Knowledge Graphs	—Unverified	0
Detecting Cross-Language Plagiarism using Open Knowledge Graphs	Nov 18, 2021	Knowledge GraphsMachine Translation	CodeCode Available	0
QubitE: Qubit Embedding for Knowledge Graph Completion	Nov 16, 2021	Complex Query AnsweringKnowledge Graph Completion	CodeCode Available	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