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 2601–2610 of 2974 papers

Title	Date	Tasks	Status
Diachronic Embedding for Temporal Knowledge Graph Completion	Jul 6, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Towards Efficient Methods in Medical Question Answering using Knowledge Graph Embeddings	Jan 15, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
Survey on English Entity Linking on Wikidata	Dec 3, 2021	Entity LinkingKnowledge Graphs	CodeCode Available
RDF-star2Vec: RDF-star Graph Embeddings for Data Mining	Dec 25, 2023	BenchmarkingGraph Embedding	CodeCode Available
Unveiling User Preferences: A Knowledge Graph and LLM-Driven Approach for Conversational Recommendation	Nov 16, 2024	Conversational RecommendationKnowledge Graphs	CodeCode Available
Development of a Knowledge Graph Embeddings Model for Pain	Aug 17, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test Data	Aug 3, 2024	BenchmarkingKnowledge Graphs	CodeCode Available
Towards Understanding the Geometry of Knowledge Graph Embeddings	Jul 1, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
Reasoning of Large Language Models over Knowledge Graphs with Super-Relations	Mar 28, 2025	Knowledge GraphsRetrieval	CodeCode Available
Detection-Fusion for Knowledge Graph Extraction from Videos	Dec 30, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available

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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