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 2941–2950 of 2974 papers

Title	Date	Tasks	Status
Locally Adaptive Translation for Knowledge Graph Embedding	Dec 4, 2015	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)	Nov 28, 2015	Knowledge Graphs	CodeCode Available
Learning with Memory Embeddings	Nov 25, 2015	Knowledge GraphsRepresentation Learning	—Unverified
Discriminative Predicate Path Mining for Fact Checking in Knowledge Graphs	Oct 20, 2015	Fact CheckingKnowledge Graphs	CodeCode Available
Holographic Embeddings of Knowledge Graphs	Oct 16, 2015	Knowledge GraphsLink Prediction	CodeCode Available
RDF Knowledge Graph Visualization From a Knowledge Extraction System	Oct 1, 2015	Knowledge Graphs	—Unverified
An Entity-centric Approach for Overcoming Knowledge Graph Sparsity	Sep 1, 2015	Knowledge Graphs	—Unverified
Context-Dependent Knowledge Graph Embedding	Sep 1, 2015	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Keynote: Graph-based Approaches for Spoken Language Understanding	Sep 1, 2015	Knowledge GraphsQuestion Answering	—Unverified
Type-Constrained Representation Learning in Knowledge Graphs	Aug 11, 2015	Knowledge Graph CompletionKnowledge Graphs	—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