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 951–960 of 2974 papers

Title	Date	Tasks	Status
Detecting text level intellectual influence with knowledge graph embeddings	Oct 31, 2024	ArticlesGraph Embedding	—Unverified
Semantic Enrichment of the Quantum Cascade Laser Properties in Text- A Knowledge Graph Generation Approach	Oct 30, 2024	Graph GenerationKnowledge Graphs	CodeCode Available
DAGE: DAG Query Answering via Relational Combinator with Logical Constraints	Oct 29, 2024	Knowledge Graphs	—Unverified
Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce	Oct 28, 2024	Benchmarkinggraph construction	—Unverified
SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment	Oct 28, 2024	Entity AlignmentGraph Neural Network	—Unverified
Resilience in Knowledge Graph Embeddings	Oct 28, 2024	Graph EmbeddingInformation Retrieval	—Unverified
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models	Oct 28, 2024	ArticlesEntity Alignment	—Unverified
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs	Oct 27, 2024	Entity AlignmentKnowledge Graphs	—Unverified
Knowledge Graph Enhanced Language Agents for Recommendation	Oct 25, 2024	Knowledge GraphsRecommendation Systems	—Unverified
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains	Oct 24, 2024	Knowledge GraphsQuestion Answering	—Unverified

Show:10 25 50

← PrevPage 96 of 298Next →

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