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 1101–1110 of 2974 papers

Title	Date	Tasks	Status
Differentiable learning of numerical rules in knowledge graphs	May 1, 2020	Knowledge Graphs	—Unverified
Differentiable Learning of Graph-like Logical Rules from Knowledge Graphs	Jan 1, 2021	Knowledge Graphs	—Unverified
Dialogue Shaping: Empowering Agents through NPC Interaction	Jul 28, 2023	Knowledge Graphsreinforcement-learning	—Unverified
Benchmark datasets for biomedical knowledge graphs with negative statements	Jul 21, 2023	Disease PredictionKnowledge Graph Embeddings	—Unverified
Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce	Oct 28, 2024	Benchmarkinggraph construction	—Unverified
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion	Sep 2, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision	Jan 16, 2022	AttributeKnowledge Graphs	—Unverified
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices	May 21, 2021	Electrical EngineeringKnowledge Graphs	—Unverified
Heterogeneous Graph Sparsification for Efficient Representation Learning	Nov 14, 2022	Graph LearningKnowledge Graphs	—Unverified
Behavioral Testing of Knowledge Graph Embedding Models for Link Prediction	Jun 22, 2021	Graph EmbeddingKnowledge Graph Embedding	—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