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 601–610 of 2974 papers

Title	Date	Tasks	Status
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison	Jul 5, 2017	ArticlesEntity Resolution	—Unverified
Dynamic Few-Shot Learning for Knowledge Graph Question Answering	Jul 1, 2024	Few-Shot LearningGraph Question Answering	—Unverified
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets	Mar 6, 2025	BenchmarkingDataset Generation	—Unverified
Comparison of Metadata Representation Models for Knowledge Graph Embeddings	Mar 25, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis	Mar 21, 2024	Knowledge Graphs	—Unverified
Company Competition Graph	Apr 1, 2023	Knowledge Graphs	—Unverified
Compact Lexicon Selection with Spectral Methods	Jul 1, 2015	Knowledge GraphsSpoken Language Understanding	—Unverified
Structured Graph Representations for Visual Narrative Reasoning: A Hierarchical Framework for Comics	Apr 14, 2025	Knowledge GraphsMultimodal Reasoning	—Unverified
DURENDAL: Graph deep learning framework for temporal heterogeneous networks	Sep 30, 2023	Deep LearningGraph Learning	—Unverified
Duplicate Detection as a Service	Jul 20, 2022	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