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
モデル名 | Hits@10 | MR | Paper Title | Repository |
|---|---|---|---|---|
| LASS | 0.994 | 1.39 | Joint Language Semantic and Structure Embedding for Knowledge Graph Completion | |
| PALT | 0.990 | 1.57 | PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion | |
| DistMult | 0.846 | 5.52 | Embedding Entities and Relations for Learning and Inference in Knowledge Bases | |
| ConvE | 0.990 | 1.51 | Convolutional 2D Knowledge Graph Embeddings | |
| StAR | 0.991 | 1.49 | Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion | |
| ComplEx | 0.967 | 2.59 | Complex Embeddings for Simple Link Prediction | |
| KGLM | 0.995 | 1.19 | KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction | |
| 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 | |
| LP-BERT | 1.000 | 1.18 | Multi-task Pre-training Language Model for Semantic Network Completion |
0 of 10 row(s) selected.