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 2771–2780 of 2974 papers

Title	Date	Tasks	Status
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval	Dec 19, 2024	Knowledge GraphsRAG	—Unverified
From Natural Language to RDF Graphs with Pregroups	Apr 1, 2014	Knowledge Graphs	—Unverified
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems	Oct 1, 2024	Computational EfficiencyData Augmentation	—Unverified
From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs	May 29, 2025	Few-Shot LearningIn-Context Learning	—Unverified
SKG: A Versatile Information Retrieval and Analysis Framework for Academic Papers with Semantic Knowledge Graphs	Jun 7, 2023	DiversityInformation Retrieval	—Unverified
From Pixels to Graphs: using Scene and Knowledge Graphs for HD-EPIC VQA Challenge	Jun 10, 2025	Knowledge GraphsLanguage Modeling	—Unverified
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems	May 26, 2025	Answer GenerationKnowledge Graphs	—Unverified
From Unstructured Text to Causal Knowledge Graphs: A Transformer-Based Approach	Feb 23, 2022	ArticlesKnowledge Graphs	—Unverified
From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding	Mar 22, 2023	Graph EmbeddingKnowledge Distillation	—Unverified
Fully Geometric Multi-Hop Reasoning on Knowledge Graphs with Transitive Relations	May 18, 2025	Knowledge 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