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 1171–1180 of 2974 papers

Title	Date	Tasks	Status
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines	Aug 6, 2023	Knowledge GraphsQuestion Answering	—Unverified
IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion	Mar 28, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information	Jul 1, 2022	Conversational RecommendationKnowledge Graphs	—Unverified
Distributed Representations of Entities in Open-World Knowledge Graphs	Oct 16, 2020	Entity AlignmentGraph Neural Network	—Unverified
Automated Radiology Report Generation: A Review of Recent Advances	May 17, 2024	Clinical KnowledgeContrastive Learning	—Unverified
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs	Jan 9, 2020	Common Sense ReasoningFact Checking	—Unverified
An Automatic Ontology Generation Framework with An Organizational Perspective	Jan 15, 2022	Knowledge Graphs	—Unverified
AdCOFE: Advanced Contextual Feature Extraction in Conversations for emotion classification	Apr 9, 2021	ClassificationEmotion Classification	—Unverified
DBkWik++ -- Multi Source Matching of Knowledge Graphs	Oct 6, 2022	Knowledge Graphs	—Unverified
Automated Knowledge Graph Learning in Industrial Processes	Jul 2, 2024	Decision MakingGraph Learning	—Unverified

Show:10 25 50

← PrevPage 118 of 298Next →

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