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 1211–1220 of 2974 papers

Title	Date	Tasks	Status	Hype
StreamE: Learning to Update Representations for Temporal Knowledge Graphs in Streaming Scenarios	Jul 1, 2023	Knowledge Graphs	CodeCode Available	0
Hierarchical Pretraining for Biomedical Term Embeddings	Jul 1, 2023	Decision MakingKnowledge Graphs	—Unverified	0
Chatlaw: A Multi-Agent Collaborative Legal Assistant with Knowledge Graph Enhanced Mixture-of-Experts Large Language Model	Jun 28, 2023	HallucinationKnowledge Graphs	CodeCode Available	5
Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process Approach	Jun 26, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	1
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation	Jun 26, 2023	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
IERL: Interpretable Ensemble Representation Learning -- Combining CrowdSourced Knowledge and Distributed Semantic Representations	Jun 24, 2023	Ensemble LearningHallucination	—Unverified	0
DEKGCI: A double-sided recommendation model for integrating knowledge graph and user-item interaction graph	Jun 24, 2023	Knowledge GraphsRecommendation Systems	CodeCode Available	0
Knowledge-Infused Self Attention Transformers	Jun 23, 2023	Knowledge GraphsLanguage Modelling	—Unverified	0
Mutually Guided Few-shot Learning for Relational Triple Extraction	Jun 23, 2023	Cross-Domain Few-ShotDecoder	CodeCode Available	0
Explainable Representations for Relation Prediction in Knowledge Graphs	Jun 22, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	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