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 641–650 of 2974 papers

Title	Date	Tasks	Status
Embedding Models for Episodic Knowledge Graphs	Jun 30, 2018	Inductive LearningKnowledge Graph Embeddings	—Unverified
Emulating the Human Mind: A Neural-symbolic Link Prediction Model with Fast and Slow Reasoning and Filtered Rules	Oct 21, 2023	Knowledge GraphsLink Prediction	—Unverified
Collective Knowledge Graph Completion with Mutual Knowledge Distillation	May 25, 2023	Knowledge DistillationKnowledge Graph Completion	—Unverified
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking	Apr 27, 2021	Fact CheckingKnowledge Graphs	—Unverified
Efficient Relational Context Perception for Knowledge Graph Completion	Dec 31, 2024	Graph EmbeddingKnowledge Graph Completion	—Unverified
Collaborative Knowledge Graph Fusion by Exploiting the Open Corpus	Jun 15, 2022	Event ExtractionKnowledge Graphs	—Unverified
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models	Feb 16, 2024	Contrastive LearningKnowledge Graphs	—Unverified
A Constraint-based Recommender System via RDF Knowledge Graphs	Jul 20, 2023	Knowledge GraphsRecommendation Systems	—Unverified
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration	Sep 16, 2024	Knowledge GraphsNER	—Unverified
Efficiently Embedding Dynamic Knowledge Graphs	Oct 15, 2019	Graph EmbeddingKnowledge Graph Embedding	—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