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| Folder | Parameters | Optimized tokens | Public evaluation, identity greedy |
|---|---|---|---|
7m-3.4b | 7,094,784 | 3,399,843,840 | 4.375% |
50m-100m | 50,372,096 | 100,073,472 | 0.750% |
50m-500m | 50,372,096 | 500,072,448 | 2.625% |
50m-1.13b | 50,372,096 | 1,133,150,208 | 5.125% |
50m-3.0b | 50,372,096 | 2,999,844,864 | 9.000% |
50m-3.4b | 50,372,096 | 3,399,843,840 | 8.500% |
440m-0.8b | 440,506,368 | 799,801,344 | 9.250% |
50m-3.0b. One full-model TTT replica plus 128 greedy augmented candidates reaches 47.75% top-2 task-macro accuracy on the 400-task ARC-AGI-1 public evaluation; pooling three independently adapted replicas reaches 51.50%.verifier-50m-epoch4 is the auxiliary binary classifier trained on correct, perturbed, and on-policy sequences. It is included for reproduction but did not improve the headline vote aggregation.