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 601–610 of 2974 papers

Title	Date	Tasks	Status	Score
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available	5
A Library Perspective on Supervised Text Processing in Digital Libraries: An Investigation in the Biomedical Domain	Nov 6, 2024	Knowledge GraphsRelation Extraction	CodeCode Available	5
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test Data	Aug 3, 2024	BenchmarkingKnowledge Graphs	CodeCode Available	5
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding Quality	Jul 1, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking	Aug 16, 2024	Fact CheckingInformation Retrieval	CodeCode Available	5
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applications	Oct 8, 2024	Knowledge Graphs	CodeCode Available	5
Assessing LLMs Suitability for Knowledge Graph Completion	May 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	CodeCode Available	5
Commonsense Knowledge Mining from Term Definitions	Feb 1, 2021	Knowledge GraphsNatural Language Understanding	CodeCode Available	5
Commonsense Knowledge in Word Associations and ConceptNet	Sep 20, 2021	General KnowledgeKnowledge Graphs	CodeCode Available	5

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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