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 1991–2000 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Embedding by Adaptive Limit Scoring Loss Using Dynamic Weighting Strategy	May 1, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available
KERMIT - A Transformer-Based Approach for Knowledge Graph Matching	Apr 29, 2022	Graph MatchingKnowledge Graphs	—Unverified
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph	Apr 28, 2022	Entity AlignmentGenerative Adversarial Network	—Unverified
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low Dimensions	Apr 28, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal Restriction	Apr 27, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
Learning to Borrow -- Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion	Apr 27, 2022	Entity EmbeddingsGraph Embedding	CodeCode Available
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction	Apr 26, 2022	Knowledge GraphsLink Prediction	—Unverified
Personal Research Knowledge Graphs	Apr 25, 2022	Knowledge Graphs	—Unverified
Open-domain Dialogue Generation Grounded with Dynamic Multi-form Knowledge Fusion	Apr 24, 2022	Dialogue GenerationForm	—Unverified

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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