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2026 1

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Efficient Test-Time Scaling via Temporal Reasoning Aggregation

cs.AI · 2026-04-19 · unverdicted · novelty 5.0

TRACE aggregates answer consistency and confidence trajectory over multiple reasoning steps to decide when to halt inference, reducing token usage by 25-30% while keeping accuracy within 1-2% of full reasoning.

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  • Efficient Test-Time Scaling via Temporal Reasoning Aggregation cs.AI · 2026-04-19 · unverdicted · none · ref 46

    TRACE aggregates answer consistency and confidence trajectory over multiple reasoning steps to decide when to halt inference, reducing token usage by 25-30% while keeping accuracy within 1-2% of full reasoning.