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 1571–1580 of 2974 papers

Title	Date	Tasks	Status	Hype
Rethinking Knowledge Graph Evaluation Under the Open-World Assumption	Sep 19, 2022	FairnessKnowledge Graph Completion	CodeCode Available	1
Neural-Symbolic Entangled Framework for Complex Query Answering	Sep 19, 2022	Complex Query AnsweringKnowledge Graphs	—Unverified	0
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Dual-Geometric Space Embedding Model for Two-View Knowledge Graphs	Sep 19, 2022	Knowledge GraphsVocal Bursts Valence Prediction	CodeCode Available	0
Structured Knowledge Grounding for Question Answering	Sep 17, 2022	Knowledge GraphsOpen-Ended Question Answering	—Unverified	0
Gollum: A Gold Standard for Large Scale Multi Source Knowledge Graph Matching	Sep 15, 2022	Graph MatchingKnowledge Graphs	—Unverified	0
Knowledge Graph Completion with Pre-trained Multimodal Transformer and Twins Negative Sampling	Sep 15, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
KSG: Knowledge and Skill Graph	Sep 13, 2022	AttributeDeep Reinforcement Learning	—Unverified	0
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic Spaces	Sep 12, 2022	Knowledge Graphs	CodeCode Available	0
Embedding-Based Entity Alignment Using Relation Structural Similarity	Sep 11, 2022	Entity AlignmentEntity Embeddings	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