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Generation-adjudication allocation is established as a distinct design axis for reasoning under strict per-instance caps under hard per-instance caps for LLM reasoning.
Reliable use of large language models requires responses to satisfy formatting requirements across changing instructions. Standard compliance scores do not distinguish preserving a model's observed format from correcting it, or reveal whether that correction holds across variants. We introduce ReFormBench, a benchmark...
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