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 871–880 of 2974 papers

Title	Date	Tasks	Status
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks	Feb 23, 2025	Knowledge Graphs	—Unverified
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph	Jul 16, 2020	DecoderEntity Embeddings	—Unverified
BIOS: An Algorithmically Generated Biomedical Knowledge Graph	Mar 18, 2022	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note	Nov 3, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study	Sep 26, 2024	Information RetrievalKnowledge Graphs	—Unverified
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models	Aug 5, 2024	Knowledge GraphsManagement	—Unverified
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs	Dec 4, 2024	Knowledge GraphsLink Prediction	—Unverified
Dual Embodied-Symbolic Concept Representations for Deep Learning	Mar 1, 2022	class-incremental learningClass Incremental Learning	—Unverified
Enhancing Text2Cypher with Schema Filtering	May 8, 2025	Knowledge Graphs	—Unverified
Dual Attention Network for Cross-lingual Entity Alignment	Dec 1, 2020	Entity AlignmentGraph Attention	—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