HyperAI超神経

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Link Prediction On Umls

評価指標

Hits@10

MR

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

			Paper Title
LP-BERT	1.000	1.18	Multi-task Pre-training Language Model for Semantic Network Completion
KGLM	0.995	1.19	KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction
LASS	0.994	1.39	Joint Language Semantic and Structure Embedding for Knowledge Graph Completion
StAR	0.991	1.49	Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion
PALT	0.990	1.57	PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion
ConvE	0.990	1.51	Convolutional 2D Knowledge Graph Embeddings
KG-BERT	0.990	1.47	KG-BERT: BERT for Knowledge Graph Completion
TransE	0.989	1.84	Translating Embeddings for Modeling Multi-relational Data
ComplEx	0.967	2.59	Complex Embeddings for Simple Link Prediction
DistMult	0.846	5.52	Embedding Entities and Relations for Learning and Inference in Knowledge Bases

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