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PAR: Progress-Aligned Recurrence for Length Generalization in State Tracking

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Summary

Researchers introduce Progress-Aligned Recurrence, a training method that improves how looped language models handle longer sequences by aligning predictions with intermediate states and rescaling norms.

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