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 671–680 of 2974 papers

Title	Date	Tasks	Status	Hype
A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs	Jun 11, 2024	Knowledge GraphsSelf-Driving Cars	—Unverified	0
Graph Reasoning for Explainable Cold Start Recommendation	Jun 11, 2024	Entity EmbeddingsKnowledge Graphs	—Unverified	0
The Curse of Popularity: Popular Entities have Catastrophic Side Effects when Deleting Knowledge from Language Models	Jun 10, 2024	Knowledge GraphsWorld Knowledge	—Unverified	0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs	Jun 10, 2024	Knowledge GraphsMulti-hop Question Answering	—Unverified	0
Compositional Generalization with Grounded Language Models	Jun 7, 2024	Knowledge GraphsSemantic Parsing	CodeCode Available	0
Are Large Language Models the New Interface for Data Pipelines?	Jun 6, 2024	AutoMLExplainable artificial intelligence	—Unverified	0
Efficient Knowledge Infusion via KG-LLM Alignment	Jun 6, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language Models	Jun 5, 2024	Data Integrationgraph construction	CodeCode Available	3
Query-Enhanced Adaptive Semantic Path Reasoning for Inductive Knowledge Graph Completion	Jun 4, 2024	Inductive knowledge graph completionKnowledge Graph Completion	—Unverified	0
Multimodal Reasoning with Multimodal Knowledge Graph	Jun 4, 2024	cross-modal alignmentGraph Attention	—Unverified	0

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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