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 941–950 of 2974 papers

Title	Date	Tasks	Status
Expanding Holographic Embeddings for Knowledge Completion	Dec 1, 2018	compressed sensingKnowledge Graphs	—Unverified
Expanding Knowledge Graphs with Humans in the Loop	Dec 10, 2022	Knowledge Graphs	—Unverified
BioLORD-2023: Semantic Textual Representations Fusing LLM and Clinical Knowledge Graph Insights	Nov 27, 2023	Clinical KnowledgeContrastive Learning	—Unverified
A Semantic Filter Based on Relations for Knowledge Graph Completion	Nov 1, 2021	AttributeGraph Embedding	—Unverified
An Open Knowledge Graph-Based Approach for Mapping Concepts and Requirements between the EU AI Act and International Standards	Aug 21, 2024	Knowledge GraphsNavigate	—Unverified
Domain-Transferable Method for Named Entity Recognition Task	Nov 24, 2020	Knowledge Graphsnamed-entity-recognition	—Unverified
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration	Sep 16, 2024	Knowledge GraphsNER	—Unverified
Explainable Entity-based Recommendations with Knowledge Graphs	Jul 12, 2017	Explainable RecommendationKnowledge Graphs	—Unverified
Explainable Fact Checking with Probabilistic Answer Set Programming	Jun 21, 2019	Fact CheckingKnowledge Graphs	—Unverified
BioIE: Biomedical Information Extraction with Multi-head Attention Enhanced Graph Convolutional Network	Oct 26, 2021	Knowledge GraphsRelation	—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