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 2431–2440 of 2974 papers

Title	Date	Tasks	Status
Solving Hard Analogy Questions with Relation Embedding Chains	Oct 18, 2023	Knowledge GraphsLanguage Modeling	CodeCode Available
Tensor Decomposition with Relational Constraints for Predicting Multiple Types of MicroRNA-disease Associations	Nov 13, 2019	Knowledge GraphsLink Prediction	CodeCode Available
Sora Detector: A Unified Hallucination Detection for Large Text-to-Video Models	May 7, 2024	HallucinationKnowledge Graphs	CodeCode Available
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned	Nov 19, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available
Inducing Discourse Marker Inventories from Lexical Knowledge Graphs	Jun 1, 2022	Knowledge Graphs	CodeCode Available
Space Efficient Context Encoding for Non-Task-Oriented Dialogue Generation with Graph Attention Transformer	Aug 1, 2021	Dialogue GenerationGraph Attention	CodeCode Available
UniKG: A Benchmark and Universal Embedding for Large-Scale Knowledge Graphs	Sep 11, 2023	AttributeGraph Learning	CodeCode Available
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor Factorization	Feb 8, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Learning Concept Lengths Accelerates Concept Learning in ALC	Jul 10, 2021	Binary ClassificationKnowledge Graphs	CodeCode Available
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge Graph	Aug 22, 2019	Deep LearningKnowledge 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