AutoEncoding on Explanatory sentences (test)
82BLEUT5VQVAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| T5VQVAEModel Scale=base, Clustering Strategy=soft2026.01 | 82 | 62 | 97 | 0.75 | 2.11 | |
| T5VQVAEModel Scale=small, Clustering Strategy=soft2026.01 | 81 | 62 | 97 | 0.46 | 1.58 | |
| DAELatent Dimension=7682026.01 | 74 | 3 | 91 | 1.63 | 5.1 | |
| DELLALatent Dimension=768, Initialization=rand2026.01 | 72 | 21 | 95 | 0.41 | 1.51 | |
| DELLALatent Dimension=32, Initialization=rand2026.01 | 71 | 6 | 92 | 0.5 | 1.65 | |
| OptimusLatent Dimension=768, Initialization=pre2026.01 | 68 | 48 | 95 | 0.65 | 1.91 | |
| OptimusLatent Dimension=32, Initialization=pre2026.01 | 61 | 29 | 93 | 0.86 | 2.36 | |
| OptimusLatent Dimension=32, Initialization=rand2026.01 | 54 | 14 | 92 | 1.08 | 2.94 | |
| OptimusLatent Dimension=768, Initialization=rand2026.01 | 49 | -4 | 90 | 1.32 | 3.74 | |
| AAELatent Dimension=7682026.01 | 35 | -95 | 80 | 3.35 | 28.5 | |
| LAAELatent Dimension=7682026.01 | 26 | -107 | 78 | 3.71 | 40.85 | |
| DAAELatent Dimension=7682026.01 | 22 | -126 | 76 | 4 | 54.59 | |
| β-VAELatent Dimension=7682026.01 | 6 | -114 | 77 | 3.69 | 40.04 |