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 1521–1530 of 2974 papers

Title	Date	Tasks	Status
Consolidating Commonsense Knowledge	Jun 10, 2020	Common Sense ReasoningKnowledge Graphs	—Unverified
Conformalized Answer Set Prediction for Knowledge Graph Embedding	Aug 15, 2024	Conformal PredictionGraph Embedding	—Unverified
Variational Knowledge Graph Reasoning	Mar 17, 2018	Knowledge GraphsLink Prediction	—Unverified
Conditional Attention Networks for Distilling Knowledge Graphs in Recommendation	Nov 3, 2021	Knowledge GraphsRecommendation Systems	—Unverified
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion	Nov 10, 2023	Knowledge Graphs	—Unverified
Taxonomy Enrichment with Text and Graph Vector Representations	Jan 21, 2022	Knowledge GraphsWord Embeddings	—Unverified
TC-OCR: TableCraft OCR for Efficient Detection & Recognition of Table Structure & Content	Apr 16, 2024	Information RetrievalKnowledge Graphs	—Unverified
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking	Apr 27, 2021	Fact CheckingKnowledge Graphs	—Unverified
Knowledge-aware Neural Networks with Personalized Feature Referencing for Cold-start Recommendation	Sep 28, 2022	Knowledge Graphs	—Unverified
TDCGL: Two-Level Debiased Contrastive Graph Learning for Recommendation	Oct 1, 2023	Contrastive LearningData Augmentation	—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