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 1901–1910 of 2974 papers

Title	Date	Tasks	Status	Hype
Integrating Transformers and Knowledge Graphs for Twitter Stance Detection	Nov 1, 2021	Knowledge GraphsKnowledge Probing	—Unverified	0
Distilling Relation Embeddings from Pretrained Language Models	Nov 1, 2021	Knowledge GraphsLanguage Modeling	—Unverified	0
A Semantic Filter Based on Relations for Knowledge Graph Completion	Nov 1, 2021	AttributeGraph Embedding	—Unverified	0
Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs	Nov 1, 2021	Entity AlignmentGraph Neural Network	CodeCode Available	1
Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs	Nov 1, 2021	Knowledge Graphs	—Unverified	0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs	Nov 1, 2021	Knowledge GraphsRecommendation Systems	—Unverified	0
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results	Nov 1, 2021	Joint Entity and Relation ExtractionKnowledge Graphs	CodeCode Available	1
EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning	Nov 1, 2021	Knowledge GraphsRepresentation Learning	CodeCode Available	0
Knowledge Representation Learning with Contrastive Completion Coding	Nov 1, 2021	Knowledge GraphsRepresentation Learning	—Unverified	0
EventKE: Event-Enhanced Knowledge Graph Embedding	Nov 1, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0

Show:10 25 50

← PrevPage 191 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