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 281–290 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge Graphs	Jun 6, 2023	AttributeEntity Embeddings	CodeCode Available	1	5
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration	Aug 3, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	1	5
Adapters for Enhanced Modeling of Multilingual Knowledge and Text	Oct 24, 2022	Entity AlignmentKnowledge Graph Completion	CodeCode Available	1	5
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs	Feb 4, 2023	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample Mining	Mar 29, 2021	Entity AlignmentKnowledge Graphs	CodeCode Available	1	5
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extraction	Apr 18, 2024	Joint Entity and Relation ExtractionKnowledge Graphs	CodeCode Available	1	5
Entity-aware Transformers for Entity Search	May 2, 2022	Entity EmbeddingsEntity Retrieval	CodeCode Available	1	5
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval	Feb 3, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	1	5
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	Mar 10, 2020	BenchmarkingEntity Alignment	CodeCode Available	1	5
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information	Nov 2, 2023	ImputationKnowledge Graph Completion	CodeCode Available	1	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