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cs.CL 1

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2026 1

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Efficient Pre-Training with Token Superposition

cs.CL · 2026-05-07 · unverdicted · novelty 5.0 · 2 refs

Token-Superposition Training combines multiple tokens into bags for multi-hot cross-entropy pre-training followed by a recovery phase, yielding up to 2.5x reduction in training time at 10B scale under equal-loss conditions.

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  • Efficient Pre-Training with Token Superposition cs.CL · 2026-05-07 · unverdicted · none · ref 18 · 2 links

    Token-Superposition Training combines multiple tokens into bags for multi-hot cross-entropy pre-training followed by a recovery phase, yielding up to 2.5x reduction in training time at 10B scale under equal-loss conditions.