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 1011–1020 of 2974 papers

Title	Date	Tasks	Status
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors	Aug 13, 2024	Inductive LearningInductive Link Prediction	—Unverified
Fast Knowledge Graph Completion using Graphics Processing Units	Jul 22, 2023	Graph EmbeddingKnowledge Graph Completion	—Unverified
Binarized Canonical Polyadic Decomposition for Knowledge Graph Completion	Dec 4, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Feature Learning for Meta-Paths in Knowledge Graphs	Sep 7, 2018	ClusteringGraph Embedding	—Unverified
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion?	Nov 15, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs	Sep 4, 2019	Computational EfficiencyGraph Embedding	—Unverified
Does it Really Generalize Well on Unseen Data? Systematic Evaluation of Relational Triple Extraction Methods	Jul 1, 2022	Knowledge GraphsMemorization	—Unverified
Billion-scale Pre-trained E-commerce Product Knowledge Graph Model	May 2, 2021	Knowledge Graphs	—Unverified
Federated Knowledge Graph Unlearning via Diffusion Model	Mar 13, 2024	Federated LearningKnowledge Graphs	—Unverified
Gollum: A Gold Standard for Large Scale Multi Source Knowledge Graph Matching	Sep 15, 2022	Graph MatchingKnowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 102 of 298Next →

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