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 2461–2470 of 2974 papers

Title	Date	Tasks	Status
CausalLP: Learning causal relations with weighted knowledge graph link prediction	Apr 23, 2024	Causal DiscoveryGraph Embedding	CodeCode Available
DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion	Nov 8, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity Paths	Oct 9, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available
Probabilistic Logic Neural Networks for Reasoning	Jun 20, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
SpherE: Expressive and Interpretable Knowledge Graph Embedding for Set Retrieval	Apr 29, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks	Mar 2, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
Knowledge graphs for empirical concept retrieval	Apr 10, 2024	General KnowledgeKnowledge Graphs	CodeCode Available
CAFE: Knowledge graph completion using neighborhood-aware features	May 18, 2021	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Process Trace Querying using Knowledge Graphs and Notation3	Aug 26, 2024	Knowledge Graphs	CodeCode Available
Universal Preprocessing Operators for Embedding Knowledge Graphs with Literals	Sep 6, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	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