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 1631–1640 of 2974 papers

Title	Date	Tasks	Status
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets	Jun 16, 2023	Conversational RecommendationKnowledge Graphs	—Unverified
Recognizing Unseen Objects via Multimodal Intensive Knowledge Graph Propagation	Jun 14, 2023	AttributeKnowledge Graphs	—Unverified
Unifying Large Language Models and Knowledge Graphs: A Roadmap	Jun 14, 2023	Knowledge GraphsQuestion Answering	—Unverified
Contextual Dictionary Lookup for Knowledge Graph Completion	Jun 13, 2023	Graph EmbeddingKnowledge Graph Completion	—Unverified
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning	Jun 13, 2023	Knowledge GraphsWorld Knowledge	—Unverified
A Practical Entity Linking System for Tables in Scientific Literature	Jun 12, 2023	Entity LinkingKnowledge Graphs	—Unverified
Knowledge Enhanced Multi-Domain Recommendations in an AI Assistant Application	Jun 9, 2023	Knowledge GraphsRecommendation Systems	—Unverified
Bayesian Knowledge-driven Critiquing with Indirect Evidence	Jun 9, 2023	Bayesian InferenceKnowledge Graphs	—Unverified
A Review on Knowledge Graphs for Healthcare: Resources, Applications, and Promises	Jun 7, 2023	Knowledge Graphs	—Unverified
Leveraging Knowledge Graph Embeddings to Enhance Contextual Representations for Relation Extraction	Jun 7, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	—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