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 571–580 of 2974 papers

Title	Date	Tasks	Status	Hype
Deep Graph Matching Consensus	Jan 27, 2020	Entity AlignmentGraph Matching	CodeCode Available	1
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs	Jan 8, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Bridging Knowledge Graphs to Generate Scene Graphs	Jan 7, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1
Reasoning on Knowledge Graphs with Debate Dynamics	Jan 2, 2020	General ClassificationKnowledge Graphs	CodeCode Available	1
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction	Nov 21, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Inductive Relation Prediction by Subgraph Reasoning	Nov 16, 2019	Graph EmbeddingGraph Neural Network	CodeCode Available	1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs	Sep 30, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space	Sep 17, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning	Sep 4, 2019	Common Sense ReasoningKnowledge Base Question Answering	CodeCode Available	1
Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs	Aug 22, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	1

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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