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 1651–1660 of 2974 papers

Title	Date	Tasks	Status
Not just about size - A Study on the Role of Distributed Word Representations in the Analysis of Scientific Publications	Apr 5, 2018	Knowledge GraphsSpecificity	—Unverified
NSEEN: Neural Semantic Embedding for Entity Normalization	Nov 19, 2018	Entity ResolutionKnowledge Graphs	—Unverified
Observed versus latent features for knowledge base and text inference	Jul 1, 2015	Knowledge Base CompletionKnowledge Graphs	—Unverified
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models	Oct 31, 2024	Entity LinkingKnowledge Graphs	—Unverified
OEKG: The Open Event Knowledge Graph	Feb 28, 2023	ArticlesImage Retrieval	—Unverified
On2Vec: Embedding-based Relation Prediction for Ontology Population	Sep 7, 2018	Graph EmbeddingKnowledge Graphs	—Unverified
On a Generalized Framework for Time-Aware Knowledge Graphs	Jul 20, 2022	Knowledge Graphs	—Unverified
On Bob Dylan: A Computational Perspective	Feb 3, 2025	Knowledge GraphsLarge Language Model	—Unverified
One-shot Learning for Temporal Knowledge Graphs	Oct 23, 2020	Knowledge GraphsLink Prediction	—Unverified
On Event-Driven Knowledge Graph Completion in Digital Factories	Sep 8, 2021	Knowledge Graph CompletionKnowledge 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