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 1051–1060 of 2974 papers

Title	Date	Tasks	Status
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue	Dec 13, 2023	Knowledge GraphsModel Selection	—Unverified
Distilling Relation Embeddings from Pretrained Language Models	Nov 1, 2021	Knowledge GraphsLanguage Modeling	—Unverified
Distilling Causal Metaknowledge from Massive Knowledge Graph	Nov 16, 2021	Knowledge Graphs	—Unverified
Beyond Prediction -- Structuring Epistemic Integrity in Artificial Reasoning Systems	Jun 19, 2025	Knowledge Graphs	—Unverified
An evaluation of template and ML-based generation of user-readable text from a knowledge graph	Jun 6, 2021	HallucinationKnowledge Graphs	—Unverified
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy	Jul 25, 2024	Entity AlignmentKnowledge Graphs	—Unverified
Adversarial Contrastive Estimation	May 9, 2018	Contrastive LearningKnowledge Graph Embeddings	—Unverified
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning	May 20, 2025	Knowledge Graphs	—Unverified
Disentangled Action Recognition with Knowledge Bases	Jul 4, 2022	Action RecognitionKnowledge Graphs	—Unverified
Disease Entity Recognition and Normalization is Improved with Large Language Model Derived Synthetic Normalized Mentions	Oct 10, 2024	Data AugmentationKnowledge 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