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 731–740 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Completion with Mixed Geometry Tensor Factorization	Apr 3, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Embedding Method for Knowledge Graph with Densely Defined Ontology	Apr 2, 2025	Graph EmbeddingKnowledge Graph Embedding	—Unverified
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal	Apr 2, 2025	Knowledge Graphs	—Unverified
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation	Mar 31, 2025	Knowledge GraphsQuestion Answering	—Unverified
Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models	Mar 30, 2025	Knowledge GraphsMultiple-choice	CodeCode Available
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support	Mar 29, 2025	Answer GenerationArticles	—Unverified
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective	Mar 29, 2025	ImputationKnowledge Graphs	—Unverified
Enhancing Knowledge Graph Completion with Entity Neighborhood and Relation Context	Mar 29, 2025	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Reasoning of Large Language Models over Knowledge Graphs with Super-Relations	Mar 28, 2025	Knowledge GraphsRetrieval	CodeCode Available
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models	Mar 27, 2025	Graph LearningKnowledge 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