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 2081–2090 of 2974 papers

Title	Date	Tasks	Status
Unsupervised multiple choices question answering via universal corpus	Feb 27, 2024	FormKnowledge Graphs	—Unverified
Unveiling Hidden Links Between Unseen Security Entities	Mar 4, 2024	Knowledge GraphsLanguage Modelling	—Unverified
Updating Embeddings for Dynamic Knowledge Graphs	Sep 22, 2021	Knowledge GraphsLink Prediction	—Unverified
URIR: Recommendation algorithm of user RNN encoder and item encoder based on knowledge graph	Nov 1, 2021	Knowledge GraphsRecommendation Systems	—Unverified
Using a Personal Health Library-Enabled mHealth Recommender System for Self-Management of Diabetes Among Underserved Populations: Use Case for Knowledge Graphs and Linked Data	Mar 16, 2021	Knowledge GraphsManagement	—Unverified
Using Causal Threads to Explain Changes in a Dynamic System	Nov 19, 2023	Knowledge Graphs	—Unverified
Using ConceptNet to Teach Common Sense to an Automated Theorem Prover	Dec 30, 2019	Common Sense ReasoningKnowledge Graphs	—Unverified
Using GPT-4 to guide causal machine learning	Jul 26, 2024	Causal DiscoveryCommon Sense Reasoning	—Unverified
Using Knowledge Graphs for Performance Prediction of Modular Optimization Algorithms	Jan 24, 2023	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Using Mapping Languages for Building Legal Knowledge Graphs from XML Files	Nov 18, 2019	Knowledge 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