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 2821–2830 of 2974 papers

Title	Date	Tasks	Status
Recurrent One-Hop Predictions for Reasoning over Knowledge Graphs	Jun 12, 2018	Knowledge Base CompletionKnowledge Graphs	—Unverified
ELDEN: Improved Entity Linking Using Densified Knowledge Graphs	Jun 1, 2018	Entity DisambiguationEntity Embeddings	CodeCode Available
Accurate Text-Enhanced Knowledge Graph Representation Learning	Jun 1, 2018	General ClassificationGraph Representation Learning	—Unverified
ELiRF-UPV at SemEval-2018 Task 10: Capturing Discriminative Attributes with Knowledge Graphs and Wikipedia	Jun 1, 2018	Knowledge GraphsRelation Extraction	—Unverified
A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning	Jun 1, 2018	Graph Representation LearningInformation Retrieval	—Unverified
Named Graphs for Semantic Representation	Jun 1, 2018	Knowledge GraphsNegation	—Unverified
NewsReader at SemEval-2018 Task 5: Counting events by reasoning over event-centric-knowledge-graphs	Jun 1, 2018	Knowledge Graphs	—Unverified
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings	May 31, 2018	AI2 Reasoning ChallengeARC	—Unverified
Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering?	May 29, 2018	graph constructionKnowledge Graphs	—Unverified
Generating Fine-Grained Open Vocabulary Entity Type Descriptions	May 27, 2018	Knowledge GraphsVocal Bursts Type Prediction	CodeCode Available

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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