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 891–900 of 2974 papers

Title	Date	Tasks	Status
Biomedical Knowledge Graph Refinement with Embedding and Logic Rules	Dec 2, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified
A First Experiment on Including Text Literals in KGloVe	Jul 31, 2018	BIG-bench Machine LearningGraph Embedding	—Unverified
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning	Sep 4, 2023	Knowledge Graphs	—Unverified
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer	May 18, 2022	Entity AlignmentKnowledge Graphs	—Unverified
Fish-bone diagram of research issue: Gain a bird's-eye view on a specific research topic	Apr 30, 2024	Knowledge GraphsLanguage Modeling	—Unverified
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure	Dec 18, 2020	Drug DiscoveryGraph Representation Learning	—Unverified
Chinese Hypernym-Hyponym Extraction from User Generated Categories	Dec 1, 2016	Knowledge GraphsMachine Translation	—Unverified
Entity Extraction from Wikipedia List Pages	Mar 11, 2020	Entity Extraction using GANKnowledge Graphs	—Unverified
Entity Prediction in Knowledge Graphs with Joint Embeddings	Jun 1, 2021	Active LearningKnowledge Graphs	—Unverified
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation	May 22, 2020	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