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 691–700 of 2974 papers

Title	Date	Tasks	Status
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
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement	Dec 29, 2024	Decision MakingKnowledge Graphs	—Unverified
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling	Jun 20, 2023	Knowledge GraphsLanguage Modeling	—Unverified
A Relational Tucker Decomposition for Multi-Relational Link Prediction	Feb 3, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Enhancing Data Integrity through Provenance Tracking in Semantic Web Frameworks	Jan 12, 2025	Knowledge Graphs	—Unverified
Are Large Language Models the New Interface for Data Pipelines?	Jun 6, 2024	AutoMLExplainable artificial intelligence	—Unverified
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs	Jun 30, 2024	Knowledge Graphs	—Unverified
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs	Sep 22, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models	Jul 19, 2024	Active LearningKnowledge Graphs	—Unverified
Enhancing Distractor Generation for Multiple-Choice Questions with Retrieval Augmented Pretraining and Knowledge Graph Integration	Jun 19, 2024	BenchmarkingDistractor Generation	—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