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 1781–1790 of 2974 papers

Title	Date	Tasks	Status
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection	Dec 19, 2020	Common Sense ReasoningConditional Text Generation	—Unverified
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks	Feb 23, 2025	Knowledge Graphs	—Unverified
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots	Feb 8, 2023	ChatbotKnowledge Graphs	—Unverified
LightCAKE: A Lightweight Framework for Context-Aware Knowledge Graph Embedding	Feb 22, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph	Apr 4, 2025	Knowledge GraphsLanguage Modeling	—Unverified
The Knowledge Graph Track at OAEI -- Gold Standards, Baselines, and the Golden Hammer Bias	Feb 24, 2020	Knowledge GraphsOntology Matching	—Unverified
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling	Jun 20, 2023	Knowledge GraphsLanguage Modeling	—Unverified
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs	Jun 30, 2024	Knowledge Graphs	—Unverified
The KnowWhereGraph Ontology	Oct 17, 2024	HumanitarianKnowledge Graphs	—Unverified
Linking ImageNet WordNet Synsets with Wikidata	Mar 5, 2018	Deep LearningGeneral Classification	—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