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 2531–2540 of 2974 papers

Title	Date	Tasks	Status	Hype
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs	Jan 9, 2020	Common Sense ReasoningFact Checking	—Unverified	0
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs	Jan 8, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Bridging Knowledge Graphs to Generate Scene Graphs	Jan 7, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1
Quantum Machine Learning Algorithm for Knowledge Graphs	Jan 4, 2020	BIG-bench Machine LearningKnowledge Graphs	—Unverified	0
Reasoning on Knowledge Graphs with Debate Dynamics	Jan 2, 2020	General ClassificationKnowledge Graphs	CodeCode Available	1
Knowledge Graph Embedding via Graph Attenuated Attention Networks	Dec 31, 2019	Graph EmbeddingKnowledge Base Completion	—Unverified	0
What Does My QA Model Know? Devising Controlled Probes using Expert Knowledge	Dec 31, 2019	General KnowledgeKnowledge Graphs	CodeCode Available	0
Using ConceptNet to Teach Common Sense to an Automated Theorem Prover	Dec 30, 2019	Common Sense ReasoningKnowledge Graphs	—Unverified	0
Falcon 2.0: An Entity and Relation Linking Tool over Wikidata	Dec 24, 2019	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	0
Probability Calibration for Knowledge Graph Embedding Models	Dec 20, 2019	Calibration for Link PredictionGraph Embedding	—Unverified	0

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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