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 341–350 of 2974 papers

Title	Date	Tasks	Status	Hype
Instilling Type Knowledge in Language Models via Multi-Task QA	Apr 28, 2022	Articlesdialog state tracking	CodeCode Available	1
Query2Particles: Knowledge Graph Reasoning with Particle Embeddings	Apr 27, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	1
Modern Baselines for SPARQL Semantic Parsing	Apr 27, 2022	Knowledge GraphsSemantic Parsing	CodeCode Available	1
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations	Apr 24, 2022	DiversityExplainable Models	CodeCode Available	1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge Graphs	Apr 20, 2022	Conversational Question AnsweringDialogue Generation	CodeCode Available	1
Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic Representations	Apr 10, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
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
Towards Large-Scale Interpretable Knowledge Graph Reasoning for Dialogue Systems	Mar 20, 2022	Knowledge Graphs	CodeCode Available	1
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation	Mar 17, 2022	Entity EmbeddingsFederated Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 35 of 298Next →

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