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 1961–1970 of 2974 papers

Title	Date	Tasks	Status	Hype
Distilling Relation Embeddings from Pre-trained Language Models	Sep 21, 2021	Knowledge GraphsLanguage Modeling	—Unverified	0
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results	Sep 21, 2021	Joint Entity and Relation ExtractionKnowledge Graphs	—Unverified	0
Learning through structure: towards deep neuromorphic knowledge graph embeddings	Sep 21, 2021	Graph EmbeddingGraph Learning	CodeCode Available	1
Recommender systems based on graph embedding techniques: A comprehensive review	Sep 20, 2021	Graph EmbeddingKnowledge Graphs	CodeCode Available	0
Commonsense Knowledge in Word Associations and ConceptNet	Sep 20, 2021	General KnowledgeKnowledge Graphs	CodeCode Available	0
Knowledge-Enhanced Evidence Retrieval for Counterargument Generation	Sep 19, 2021	Knowledge GraphsNatural Language Inference	CodeCode Available	0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision	Sep 19, 2021	AttributeKnowledge Graphs	—Unverified	0
Towards Automatic Bias Detection in Knowledge Graphs	Sep 19, 2021	Bias DetectionFairness	CodeCode Available	0
A Framework for Institutional Risk Identification using Knowledge Graphs and Automated News Profiling	Sep 19, 2021	Knowledge Graphs	—Unverified	0
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs	Sep 18, 2021	BenchmarkingComplex Query Answering	CodeCode Available	1

Show:10 25 50

← PrevPage 197 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