Author

A. Algaba

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Preprint Aug 2026

Shorter Reasoning, Earlier Answers? An Evaluation of Reasoning Interfaces

Paired runs of the same question at matched reasoning horizons across 198 GPQA Diamond and 500 MMLU-Pro questions are evaluated, finding that a tight deadline can favor lower effort or a concise instruction, whereas allowing high effort to finish can recover higher final accuracy.

Francesca Carlon, Vincent Ginis, A. Algaba · 0 citations

Preprint Aug 2026

How Much Does a Reasoning Summary Reveal? An Observability Ladder for Large Language Models

An observability ladder is introduced that holds each completed run fixed and varies only what a reader inspects to judge whether the answer is correct: the response, a self-summary the model writes from the trace, the trace itself, and internal signals, each with and without the prompt.

A. Algaba, Francesca Carlon, Lynn Delcon et al. · 0 citations