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 2621–2630 of 2974 papers

Title	Date	Tasks	Status
LG4AV: Combining Language Models and Graph Neural Networks for Author Verification	Sep 3, 2021	Authorship VerificationGraph Neural Network	CodeCode Available
HALO: Half Life-Based Outdated Fact Filtering in Temporal Knowledge Graphs	May 12, 2025	Knowledge Graphs	CodeCode Available
Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpedia	May 3, 2021	Knowledge GraphsMovie Recommendation	CodeCode Available
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applications	Oct 8, 2024	Knowledge Graphs	CodeCode Available
Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language Models	Jun 16, 2024	Knowledge Graphs	CodeCode Available
Guiding Neural Entity Alignment with Compatibility	Nov 29, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available
GraphWOZ: Dialogue Management with Conversational Knowledge Graphs	Nov 23, 2022	Dialogue ManagementEntity Linking	CodeCode Available
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning	Oct 12, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available
Using a KG-Copy Network for Non-Goal Oriented Dialogues	Oct 17, 2019	Knowledge GraphsResponse Generation	CodeCode Available
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy	Aug 11, 2020	Computational EfficiencyEntity Embeddings	CodeCode Available

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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