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 1726–1750 of 2974 papers

Title	Date	Tasks	Status	Hype
TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge Graph Completion	May 1, 2022	Entity EmbeddingsKnowledge Graph Completion	CodeCode Available	0
On Masked Language Models for Contextual Link Prediction	May 1, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	0
KERMIT - A Transformer-Based Approach for Knowledge Graph Matching	Apr 29, 2022	Graph MatchingKnowledge Graphs	—Unverified	0
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph	Apr 28, 2022	Entity AlignmentGenerative Adversarial Network	—Unverified	0
Instilling Type Knowledge in Language Models via Multi-Task QA	Apr 28, 2022	Articlesdialog state tracking	CodeCode Available	1
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low Dimensions	Apr 28, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	0
TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal Restriction	Apr 27, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	0
Query2Particles: Knowledge Graph Reasoning with Particle Embeddings	Apr 27, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	1
Learning to Borrow -- Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion	Apr 27, 2022	Entity EmbeddingsGraph Embedding	CodeCode Available	0
Modern Baselines for SPARQL Semantic Parsing	Apr 27, 2022	Knowledge GraphsSemantic Parsing	CodeCode Available	1
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction	Apr 26, 2022	Knowledge GraphsLink Prediction	—Unverified	0
Personal Research Knowledge Graphs	Apr 25, 2022	Knowledge Graphs	—Unverified	0
Open-domain Dialogue Generation Grounded with Dynamic Multi-form Knowledge Fusion	Apr 24, 2022	Dialogue GenerationForm	—Unverified	0
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations	Apr 24, 2022	DiversityExplainable Models	CodeCode Available	1
MEKER: Memory Efficient Knowledge Embedding Representation for Link Prediction and Question Answering	Apr 22, 2022	Knowledge GraphsLink Prediction	—Unverified	0
SpaceE: Knowledge Graph Embedding by Relational Linear Transformation in the Entity Space	Apr 21, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge Graphs	Apr 20, 2022	Conversational Question AnsweringDialogue Generation	CodeCode Available	1
A Hierarchical N-Gram Framework for Zero-Shot Link Prediction	Apr 16, 2022	Knowledge GraphsLink Prediction	CodeCode Available	0
Knowledgebra: An Algebraic Learning Framework for Knowledge Graph	Apr 15, 2022	Abstract AlgebraGeneral Knowledge	—Unverified	0
Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic Representations	Apr 10, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Apr 8, 2022	ArticlesKnowledge Graphs	CodeCode Available	0
Walk this Way! Entity Walks and Property Walks for RDF2vec	Apr 5, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
VRKG4Rec: Virtual Relational Knowledge Graphs for Recommendation	Apr 3, 2022	Knowledge GraphsRecommendation Systems	CodeCode Available	1
Automatic Biomedical Term Clustering by Learning Fine-grained Term Representations	Apr 1, 2022	ClusteringContrastive Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 70 of 119Next →

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