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 1201–1210 of 2974 papers

Title	Date	Tasks	Status
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge Graphs	Jul 9, 2023	Argument MiningKnowledge Graphs	CodeCode Available
Digital Twins for Patient Care via Knowledge Graphs and Closed-Form Continuous-Time Liquid Neural Networks	Jul 8, 2023	FormKnowledge Graphs	—Unverified
Structure Guided Multi-modal Pre-trained Transformer for Knowledge Graph Reasoning	Jul 6, 2023	Knowledge GraphsQuestion Answering	—Unverified
VerifAI: Verified Generative AI	Jul 6, 2023	Decision MakingKnowledge Graphs	—Unverified
Power-up! What Can Generative Models Do for Human Computation Workflows?	Jul 5, 2023	Knowledge Graphs	—Unverified
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment	Jul 5, 2023	Entity AlignmentKnowledge Graphs	—Unverified
Knowledge Graph for NLG in the context of conversational agents	Jul 4, 2023	KG-to-Text GenerationKnowledge Graphs	—Unverified
Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs	Jul 4, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction	Jul 3, 2023	Event Extractiongraph construction	CodeCode Available
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction	Jul 3, 2023	graph constructionGraph Generation	—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