Language Modeling on Shakespeare High Resource
5.01PPLAGG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AGGalpha=0.02, K=16002026.01 | 5.01 | — | 51.81 | 83.03 | 65.4 | 81.42 | |
| AGGalpha=0.2, K=16002026.01 | 5.01 | — | 52.12 | 83.08 | 65.6 | 79.26 | |
| CosReggamma=12026.01 | 5.01 | — | 51.99 | 83.29 | 65.58 | 83.81 | |
| Baseline2026.01 | 5.04 | — | 51.87 | 82.99 | 65.41 | 84.22 | |
| Advalpha=0.052026.01 | 5.04 | — | 52.04 | 82.94 | 65.51 | 82.75 | |
| Proposed+SEmargin=1, T=0.442026.01 | 5.22 | — | 52.43 | 83.26 | 65.84 | 85.52 | |
| Proposedmargin=1, T=0.462026.01 | 5.24 | — | 52.41 | 83.23 | 65.79 | 82.07 | |
| Proposed+alphaalpha=0.252026.01 | 5.36 | — | 53.17 | 83.54 | 66.4 | 86.6 | |
| CWT2026.01 | 7.45 | — | 41.33 | 73.33 | 55.86 | 77.1 | |
| Proposed+SEmargin=12026.01 | 9.18 | — | 52.74 | 83.57 | 66.15 | 87.06 | |
| Proposedmargin=12026.01 | 9.33 | — | 52.97 | 83.44 | 66.26 | 88.84 | |
| Proposedmargin=0.52026.01 | 18.98 | — | 52.08 | 83.15 | 65.54 | 89.16 | |
| Proposed+alpha+SEalpha=0.06252026.01 | 31.75 | — | 52.43 | 83.3 | 65.88 | 88.95 | |
| Proposed+alphaalpha=0.06252026.01 | 32.7 | — | 52.13 | 83.33 | 65.72 | 90.61 | |
| Proposedmargin=02026.01 | 109.71 | — | 16.1 | 58.62 | 35.74 | 95.81 |