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 631–640 of 2974 papers

Title	Date	Tasks	Status	Score
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphs	Mar 20, 2023	Cloud ComputingKnowledge Graphs	CodeCode Available	5
Collective Entity Alignment via Adaptive Features	Dec 18, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available	5
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction	Jul 3, 2023	Event Extractiongraph construction	CodeCode Available	5
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available	5
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework	Dec 21, 2024	Knowledge GraphsRelation	CodeCode Available	5
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning	Jun 13, 2019	Knowledge GraphsRelational Reasoning	CodeCode Available	5
A Semantic Partitioning Method for Large-Scale Training of Knowledge Graph Embeddings	Jan 8, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	CodeCode Available	5

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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