Zero-shot Evaluation on LM-Eval-Harness (LAMBADA, HellaSwag, PIQA, ARC, WinoGrande, OpenBookQA)
17.8LAMBADA Perplexity (PPL)DeltaNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DeltaNetParameters=230M, Throughput=168k2026.05 | 17.8 | 40.1 | 40.6 | 68.3 | 46.8 | 23.1 | 51.3 | 19.2 | 41.3 | |
| DELTA-PDParameters=230M, Layers=(3,6,9,12), Throughput=253k2026.05 | 19.4 | 39.5 | 41.1 | 69.4 | 49.2 | 24.2 | 53.3 | 19.2 | 42.3 | |
| DELTA-PDParameters=230M, Layers=(1–6)2026.05 | 21.4 | 37.2 | 39.5 | 67.6 | 48.6 | 25.3 | 50.6 | 17.8 | 40.9 | |
| DELTA-PDParameters=230M, Layers=(6–12)2026.05 | 22.4 | 36.6 | 40.6 | 68.3 | 48.4 | 24.7 | 51.5 | 19.8 | 41.4 | |
| DeltaNetParameters=100M, Throughput=350k2026.05 | 34.1 | 33 | 32.6 | 64.7 | 42 | 23.2 | 49.1 | 15.8 | 37.2 | |
| DELTA-PDParameters=100M, Layers=(3,6,9,12), Throughput=368k2026.05 | 36.4 | 31.8 | 34.3 | 64.6 | 42.4 | 23.3 | 51.3 | 18.4 | 38 | |
| DELTA-PDParameters=100M, Layers=(1–6)2026.05 | 38.1 | 30.3 | 33.6 | 65.5 | 42.1 | 22.5 | 52.9 | 16.2 | 37.4 | |
| DELTA-PDParameters=100M, Layers=(6–12)2026.05 | 43.1 | 29.6 | 33.5 | 65.2 | 42.4 | 23.4 | 50.4 | 18 | 37.5 | |
| FLASH PD-SSMParameters=230M, Layers=(1–12)2026.05 | 64 | 20.8 | 38.3 | 67.8 | 46.6 | 25.2 | 51.6 | 19.2 | 38.5 | |
| FLASH PD-SSMParameters=100M, Layers=(1–12)2026.05 | 251.5 | 11.8 | 31.1 | 63.2 | 42.6 | 22.5 | 51.9 | 14.8 | 34 |