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 1001–1010 of 2974 papers

Title	Date	Tasks	Status	Hype
XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs	Nov 15, 2023	Decision MakingDecoder	CodeCode Available	1
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey	Nov 14, 2023	Knowledge GraphsSurvey	—Unverified	0
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning	Nov 14, 2023	Knowledge GraphsLanguage Modeling	—Unverified	0
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge	Nov 14, 2023	counterfactualKnowledge Graphs	—Unverified	0
Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions	Nov 13, 2023	Data IntegrationKnowledge Graphs	—Unverified	0
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases	Nov 13, 2023	Knowledge GraphsQuestion Answering	—Unverified	0
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding	Nov 12, 2023	Contrastive LearningData Augmentation	—Unverified	0
Knowledgeable Preference Alignment for LLMs in Domain-specific Question Answering	Nov 11, 2023	Knowledge GraphsQuestion Answering	CodeCode Available	1
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs	Nov 10, 2023	Entity AlignmentKnowledge Graphs	—Unverified	0
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion	Nov 10, 2023	Knowledge Graphs	—Unverified	0

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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