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 2241–2250 of 2974 papers

Title	Date	Tasks	Status
OKGIT: Open Knowledge Graph Link Prediction with Implicit Types	Jun 24, 2021	Knowledge GraphsLink Prediction	CodeCode Available
VOGUE: Answer Verbalization through Multi-Task Learning	Jun 24, 2021	Answer GenerationKnowledge Graphs	CodeCode Available
Pattern-based Visualization of Knowledge Graphs	Jun 24, 2021	Knowledge Graphs	—Unverified
Neural Concept Formation in Knowledge Graphs	Jun 22, 2021	Knowledge GraphsLink Prediction	CodeCode Available
A Joint Training Framework for Open-World Knowledge Graph Embeddings	Jun 22, 2021	Dialogue GenerationEntity Embeddings	—Unverified
Behavioral Testing of Knowledge Graph Embedding Models for Link Prediction	Jun 22, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
A Case Study in Bootstrapping Ontology Graphs from Textbooks	Jun 22, 2021	Knowledge GraphsLanguage Modeling	—Unverified
Do Language Models Perform Generalizable Commonsense Inference?	Jun 22, 2021	Knowledge Graphs	CodeCode Available
Prompt Tuning or Fine-Tuning - Investigating Relational Knowledge in Pre-Trained Language Models	Jun 22, 2021	fill-maskFill Mask	CodeCode Available
Commonsense Reasoning with Implicit Knowledge in Natural Language	Jun 22, 2021	Knowledge Graphs	—Unverified

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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