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 801–810 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge-aware Dual-side Attribute-enhanced Recommendation	Mar 24, 2024	AttributeCollaborative Filtering	CodeCode Available	0
A Survey on Lexical Ambiguity Detection and Word Sense Disambiguation	Mar 24, 2024	Knowledge GraphsSurvey	—Unverified	0
Cyber-Security Knowledge Graph Generation by Hierarchical Nonnegative Matrix Factorization	Mar 24, 2024	Graph GenerationKnowledge Graphs	—Unverified	0
MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training	Mar 23, 2024	Knowledge GraphsMachine Reading Comprehension	—Unverified	0
General LLMs as Instructors for Domain-Specific LLMs: A Sequential Fusion Method to Integrate Extraction and Editing	Mar 23, 2024	knowledge editingKnowledge Graphs	—Unverified	0
KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation	Mar 22, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis	Mar 21, 2024	Knowledge Graphs	—Unverified	0
Declarative generation of RDF-star graphs from heterogeneous data	Mar 20, 2024	Data IntegrationKnowledge Graphs	CodeCode Available	3
Prompt-fused framework for Inductive Logical Query Answering	Mar 19, 2024	Knowledge Graphs	—Unverified	0
InBox: Recommendation with Knowledge Graph using Interest Box Embedding	Mar 19, 2024	Knowledge GraphsRecommendation Systems	—Unverified	0

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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