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 491–500 of 2974 papers

Title	Date	Tasks	Status
Towards Automated Patent Workflows: AI-Orchestrated Multi-Agent Framework for Intellectual Property Management and Analysis	Sep 21, 2024	Abstractive Text SummarizationKnowledge Graphs	—Unverified
One Model, Any Conjunctive Query: Graph Neural Networks for Answering Complex Queries over Knowledge Graphs	Sep 21, 2024	Graph Neural NetworkKnowledge Graphs	CodeCode Available
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues	Sep 21, 2024	Knowledge GraphsRAG	—Unverified
Leveraging Knowledge Graphs and LLMs to Support and Monitor Legislative Systems	Sep 20, 2024	ArticlesKnowledge Graphs	—Unverified
Procedure Model for Building Knowledge Graphs for Industry Applications	Sep 20, 2024	graph constructionKnowledge Graphs	—Unverified
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning	Sep 19, 2024	Contrastive LearningData Augmentation	—Unverified
KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning	Sep 19, 2024	Knowledge GraphsLanguage Modeling	—Unverified
Geometric Relational Embeddings	Sep 18, 2024	Knowledge GraphsRepresentation Learning	—Unverified
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration	Sep 16, 2024	Knowledge GraphsNER	—Unverified
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain	Sep 16, 2024	Knowledge Graphsnamed-entity-recognition	—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