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 2301–2310 of 2974 papers

Title	Date	Tasks	Status
RAG-based Explainable Prediction of Road Users Behaviors for Automated Driving using Knowledge Graphs and Large Language Models	May 1, 2024	Autonomous DrivingBayesian Inference	—Unverified
RAG-based Question Answering over Heterogeneous Data and Text	Dec 10, 2024	Answer GenerationKnowledge Graphs	—Unverified
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration	Mar 14, 2025	Graph LearningHallucination	—Unverified
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG	Dec 23, 2024	Conversational Question AnsweringKnowledge Graphs	—Unverified
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
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning	Jul 6, 2019	Knowledge Graphs	—Unverified
Rail Topology Ontology: A Rail Infrastructure Base Ontology	Jul 9, 2021	Knowledge Graphs	—Unverified
A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge	Jan 3, 2023	Few-Shot LearningGraph Representation Learning	—Unverified
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs	Oct 12, 2022	Knowledge GraphsQuestion Answering	—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