Record: Score-First TTT + N-gram Backoff (3-seed mean val_bpb=0.9581)#761

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Asukabot0 wants to merge 14 commits intoopenai:mainfrom

Asukabot0:submission/score-first-ttt-ngram-0.9581

Commits on Mar 24, 2026

Record: 11L XSA-all + LeakyReLU(0.5)² + VR + GA (val_bpb=1.1164)

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Commits on Mar 25, 2026

Fix all default values to match p17 config

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Fix DDP 3x slowdown: replace find_unused_parameters with static_graph

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p21: auto-downgrade quant + warmdown=3000 + n-gram auto-enable

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Fix: progressive int5 fallback — one layer at a time from center

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Add n-gram parameter sweep script for 8xH100

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Optimal n-gram params: alpha=0.40 order=7 (8xH100 sweep)

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Multi-order n-gram backoff + entropy-adaptive alpha

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Score-first TTT + DDP static_graph fix for our_experiment

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Fix all training defaults in our_experiment to match p17 config

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Aggressive SGD TTT: LR=1.0, 20 epochs, all blocks unfrozen

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LeakyReLU slope 0.5 -> 0.9 (Issue #140 sweep: -0.013 BPP)

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Revert to p23 config for submission (3-seed mean=0.9581)

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Record: Score-First TTT + Multi-Order N-gram Backoff (3-seed mean val_bpb=0.9581)

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