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 321–330 of 2974 papers

Title	Date	Tasks	Status
How Can LLMs and Knowledge Graphs Contribute to Robot Safety? A Few-Shot Learning Approach	Dec 16, 2024	Few-Shot LearningKnowledge Graphs	—Unverified
Intention Knowledge Graph Construction for User Intention Relation Modeling	Dec 16, 2024	graph constructionKnowledge Graphs	—Unverified
A Contextualized BERT model for Knowledge Graph Completion	Dec 15, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data	Dec 14, 2024	HallucinationKnowledge Graphs	—Unverified
Text2Cypher: Bridging Natural Language and Graph Databases	Dec 13, 2024	Knowledge GraphsNatural Language Queries	—Unverified
A Survey on Knowledge Graph Structure and Knowledge Graph Embeddings	Dec 13, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified
A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions	Dec 12, 2024	GSM8KKnowledge Graphs	—Unverified
In-Context Learning with Topological Information for Knowledge Graph Completion	Dec 11, 2024	In-Context LearningInformation Retrieval	—Unverified
VEL: A Formally Verified Reasoner for OWL2 EL Profile	Dec 11, 2024	Knowledge Graphs	—Unverified
Combining knowledge graphs and LLMs for hazardous chemical information management and reuse	Dec 10, 2024	ChatbotDecision Making	—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