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 341–350 of 2974 papers

Title	Date	Tasks	Status	Hype
Unifying Dual-Space Embedding for Entity Alignment via Contrastive Learning	Dec 6, 2024	Contrastive LearningEntity Alignment	CodeCode Available	0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning	Dec 6, 2024	Contrastive LearningGraph Question Answering	—Unverified	0
Anomaly Detection and Classification in Knowledge Graphs	Dec 6, 2024	Anomaly DetectionClassification	—Unverified	0
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs	Dec 6, 2024	Entity AlignmentEntity Embeddings	—Unverified	0
A*Net and NBFNet Learn Negative Patterns on Knowledge Graphs	Dec 6, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path Rules	Dec 6, 2024	Knowledge GraphsLink Prediction	CodeCode Available	0
Retrieval-Augmented Machine Translation with Unstructured Knowledge	Dec 5, 2024	Knowledge GraphsMachine Translation	CodeCode Available	1
How Good is ChatGPT in Giving Adaptive Guidance Using Knowledge Graphs in E-Learning Environments?	Dec 5, 2024	Knowledge Graphs	—Unverified	0
Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering	Dec 5, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs	Dec 4, 2024	Knowledge GraphsLink Prediction	—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