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 401–410 of 2974 papers

Title	Date	Tasks	Status	Hype
Towards a Knowledge Graph for Teaching Knowledge Graphs	Nov 2, 2024	Knowledge Graphs	—Unverified	0
Narrative Analysis of True Crime Podcasts With Knowledge Graph-Augmented Large Language Models	Nov 1, 2024	Knowledge GraphsSentiment Analysis	—Unverified	0
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs	Nov 1, 2024	AutoMLData Integration	—Unverified	0
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models	Oct 31, 2024	Entity LinkingKnowledge Graphs	—Unverified	0
Detecting text level intellectual influence with knowledge graph embeddings	Oct 31, 2024	ArticlesGraph Embedding	—Unverified	0
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs	Oct 31, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	2
Semantic Enrichment of the Quantum Cascade Laser Properties in Text- A Knowledge Graph Generation Approach	Oct 30, 2024	Graph GenerationKnowledge Graphs	CodeCode Available	0
DAGE: DAG Query Answering via Relational Combinator with Logical Constraints	Oct 29, 2024	Knowledge Graphs	—Unverified	0
Resilience in Knowledge Graph Embeddings	Oct 28, 2024	Graph EmbeddingInformation Retrieval	—Unverified	0
SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment	Oct 28, 2024	Entity AlignmentGraph Neural Network	—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