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 1671–1680 of 2974 papers

Title	Date	Tasks	Status
Combination of Unified Embedding Model and Observed Features for Knowledge Graph Completion	Sep 9, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment	Jul 5, 2023	Entity AlignmentKnowledge Graphs	—Unverified
KSG: Knowledge and Skill Graph	Sep 13, 2022	AttributeDeep Reinforcement Learning	—Unverified
Collective Knowledge Graph Completion with Mutual Knowledge Distillation	May 25, 2023	Knowledge DistillationKnowledge Graph Completion	—Unverified
KVQA: Knowledge-Aware Visual Question Answering	Jul 17, 2019	Knowledge GraphsQuestion Answering	—Unverified
Collaborative Knowledge Graph Fusion by Exploiting the Open Corpus	Jun 15, 2022	Event ExtractionKnowledge Graphs	—Unverified
CogALex-V Shared Task: GHHH - Detecting Semantic Relations via Word Embeddings	Dec 1, 2016	Binary ClassificationGeneral Classification	—Unverified
Co-embedding of Nodes and Edges with Graph Neural Networks	Oct 25, 2020	BIG-bench Machine LearningGraph Classification	—Unverified
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings	Mar 9, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Language Model-Guided Knowledge Subgraphs for Question Answering	Nov 16, 2021	Knowledge GraphsLanguage Modeling	—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