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 1001–1010 of 2974 papers

Title	Date	Tasks	Status
MKGL: Mastery of a Three-Word Language	Oct 10, 2024	Knowledge GraphsSentence	—Unverified
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs	Oct 9, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Context-Augmented Code Generation Using Programming Knowledge Graphs	Oct 9, 2024	Code GenerationHumanEval	—Unverified
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applications	Oct 8, 2024	Knowledge Graphs	CodeCode Available
Information Discovery in e-Commerce	Oct 8, 2024	Information RetrievalKnowledge Graphs	—Unverified
Posets and Bounded Probabilities for Discovering Order-inducing Features in Event Knowledge Graphs	Oct 8, 2024	Knowledge Graphs	—Unverified
Bottom-up Anytime Discovery of Generalised Multimodal Graph Patterns for Knowledge Graphs	Oct 8, 2024	Knowledge Graphs	—Unverified
Representing Web Applications As Knowledge Graphs	Oct 6, 2024	Knowledge Graphs	—Unverified
Neuro-Symbolic Entity Alignment via Variational Inference	Oct 5, 2024	Entity AlignmentKnowledge Graphs	—Unverified
Enriching Ontologies with Disjointness Axioms using Large Language Models	Oct 4, 2024	Knowledge GraphsPrompt Engineering	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