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 1281–1290 of 2974 papers

Title	Date	Tasks	Status
PRODIGY: Enabling In-context Learning Over Graphs	May 21, 2023	Graph Neural NetworkIn-Context Learning	—Unverified
Direct Fact Retrieval from Knowledge Graphs without Entity Linking	May 21, 2023	Entity DisambiguationEntity Linking	—Unverified
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity Alignment	May 19, 2023	AttributeEntity Alignment	CodeCode Available
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Analysing Biomedical Knowledge Graphs using Prime Adjacency Matrices	May 17, 2023	Knowledge Graphs	CodeCode Available
Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Constructing and Interpreting Causal Knowledge Graphs from News	May 16, 2023	ClusteringKnowledge Graphs	—Unverified
Growing and Serving Large Open-domain Knowledge Graphs	May 16, 2023	Entity LinkingFact Verification	—Unverified
NeuSTIP: A Novel Neuro-Symbolic Model for Link and Time Prediction in Temporal Knowledge Graphs	May 15, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text	May 15, 2023	graph constructionIn-Context Learning	—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