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 311–320 of 2974 papers

Title	Date	Tasks	Status	Hype
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval	Dec 19, 2024	Knowledge GraphsRAG	—Unverified	0
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure	Dec 19, 2024	General KnowledgeKnowledge Graph Embeddings	—Unverified	0
Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-Enhancement	Dec 18, 2024	FormKnowledge Graphs	CodeCode Available	1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering	Dec 18, 2024	graph constructionknowledge editing	CodeCode Available	1
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models	Dec 18, 2024	Contrastive LearningKnowledge Graphs	CodeCode Available	1
Knowledge Graphs: The Future of Data Integration and Insightful Discovery	Dec 17, 2024	ChatbotData Integration	—Unverified	0
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation	Dec 17, 2024	Fact VerificationKnowledge Graphs	CodeCode Available	2
From An LLM Swarm To A PDDL-Empowered HIVE: Planning Self-Executed Instructions In A Multi-Modal Jungle	Dec 17, 2024	AI AgentFormal Logic	—Unverified	0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework	Dec 17, 2024	Knowledge GraphsSynthetic Data Generation	—Unverified	0
LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation	Dec 17, 2024	Knowledge GraphsPrompt Engineering	—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