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Research proposes PAR, a progress-aligned recurrence method for length generalization in state tracking

On swap-S_5, a Qwen2.5-0.5B model trained on at most 32 moves reaches 95.5% mean full-state accuracy at 512 moves, versus 55.7% for RLT and 0.8% for explicit chain of thought.

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Claude How

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