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 1501–1510 of 2974 papers

Title	Date	Tasks	Status
KG-TRICK: Unifying Textual and Relational Information Completion of Knowledge for Multilingual Knowledge Graphs	Jan 7, 2025	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Tailor knowledge graph for query understanding: linking intent topics by propagation	Oct 1, 2014	Entity LinkingInformation Retrieval	—Unverified
KGValidator: A Framework for Automatic Validation of Knowledge Graph Construction	Apr 24, 2024	Fact Checkinggraph construction	—Unverified
KGvec2go -- Knowledge Graph Embeddings as a Service	Mar 9, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
KGV: Integrating Large Language Models with Knowledge Graphs for Cyber Threat Intelligence Credibility Assessment	Aug 15, 2024	Fact CheckingKnowledge Graphs	—Unverified
KGxBoard: Explainable and Interactive Leaderboard for Evaluation of Knowledge Graph Completion Models	Aug 23, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Talking like Piping and Instrumentation Diagrams (P&IDs)	Feb 26, 2025	Knowledge GraphsRAG	—Unverified
KI-BERT: Infusing Knowledge Context for Better Language and Domain Understanding	Apr 9, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Bridging Visual Perception with Contextual Semantics for Understanding Robot Manipulation Tasks	Sep 16, 2019	AttributeCommon Sense Reasoning	—Unverified
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation	Oct 23, 2023	Graph Representation LearningKnowledge 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