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 1771–1780 of 2974 papers

Title	Date	Tasks	Status
RAG vs. GraphRAG: A Systematic Evaluation and Key Insights	Feb 17, 2025	Knowledge GraphsQuestion Answering	—Unverified
Raiders of the Lost Dependency: Fixing Dependency Conflicts in Python using LLMs	Jan 27, 2025	Knowledge GraphsRAG	—Unverified
Rail Topology Ontology: A Rail Infrastructure Base Ontology	Jul 9, 2021	Knowledge Graphs	—Unverified
Rating and aspect-based opinion graph embeddings for explainable recommendations	Jul 7, 2021	Graph EmbeddingInformation Retrieval	—Unverified
RDF Knowledge Graph Visualization From a Knowledge Extraction System	Oct 1, 2015	Knowledge Graphs	—Unverified
Real-time Spatial Retrieval Augmented Generation for Urban Environments	May 4, 2025	Knowledge GraphsRAG	—Unverified
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs	May 19, 2025	Bayesian OptimizationKnowledge Graphs	—Unverified
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning	Apr 3, 2025	Dataset GenerationDeep Learning	—Unverified
Reasoning over Multi-view Knowledge Graphs	Sep 27, 2022	Knowledge GraphsRepresentation Learning	—Unverified
Reasoning Over Paths via Knowledge Base Completion	Nov 1, 2019	Knowledge Base CompletionKnowledge 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