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 2601–2625 of 2974 papers

Title	Date	Tasks	Status	Hype
DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs	Oct 1, 2019	BenchmarkingDialogue Generation	CodeCode Available	0
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction	Oct 1, 2019	DecoderEntity Embeddings	—Unverified	0
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs	Sep 30, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	1
Distantly Supervised Question Parsing	Sep 27, 2019	Knowledge GraphsQuestion Answering	CodeCode Available	0
Representation Learning with Ordered Relation Paths for Knowledge Graph Completion	Sep 26, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding	Sep 25, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN	Sep 25, 2019	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion	Sep 25, 2019	Few-Shot LearningKnowledge Graph Completion	CodeCode Available	0
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis	Sep 24, 2019	Knowledge Graphs	—Unverified	0
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	0
Research Commentary on Recommendations with Side Information: A Survey and Research Directions	Sep 19, 2019	Knowledge GraphsRecommendation Systems	—Unverified	0
Extracting Conceptual Knowledge from Natural Language Text Using Maximum Likelihood Principle	Sep 19, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space	Sep 17, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available	0
Bridging Visual Perception with Contextual Semantics for Understanding Robot Manipulation Tasks	Sep 16, 2019	AttributeCommon Sense Reasoning	—Unverified	0
RuDaS: Synthetic Datasets for Rule Learning and Evaluation Tools	Sep 16, 2019	Inductive knowledge graph completionInductive logic programming	CodeCode Available	0
HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graph	Sep 12, 2019	Cultural Vocal Bursts Intensity PredictionKnowledge Graphs	—Unverified	0
How to make latent factors interpretable by feeding Factorization machines with knowledge graphs	Sep 11, 2019	InformativenessKnowledge Graphs	CodeCode Available	0
Combination of Unified Embedding Model and Observed Features for Knowledge Graph Completion	Sep 9, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Structured Query Construction via Knowledge Graph Embedding	Sep 6, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available	0
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity	Sep 4, 2019	Knowledge Graphs	CodeCode Available	0
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs	Sep 4, 2019	Computational EfficiencyGraph Embedding	—Unverified	0
Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs	Sep 4, 2019	Knowledge GraphsLink Prediction	CodeCode Available	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