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 1421–1430 of 2974 papers

Title	Date	Tasks	Status
Enterprise Use Cases Combining Knowledge Graphs and Natural Language Processing	Apr 1, 2024	Knowledge GraphsManagement	—Unverified
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion	Feb 15, 2024	graph constructionGraph Embedding	—Unverified
LLMs Plagiarize: Ensuring Responsible Sourcing of Large Language Model Training Data Through Knowledge Graph Comparison	Jul 2, 2024	Knowledge GraphsLanguage Modeling	—Unverified
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots	Feb 8, 2023	ChatbotKnowledge Graphs	—Unverified
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
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation	May 29, 2019	Knowledge 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
Enriching Wikidata with Linked Open Data	Jul 1, 2022	Entity AlignmentKnowledge Graphs	—Unverified
A Relational Tucker Decomposition for Multi-Relational Link Prediction	Feb 3, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Enriching a Fashion Knowledge Graph from Product Textual Descriptions	Jun 2, 2022	Entity LinkingKnowledge 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