The virtues of brevity: avoid overthinking in parallel test-time reasoning (2025)
- Authors:
- USP affiliated authors: COSTA, ANNA HELENA REALI - EP ; CORREIA, ARTUR JORDÃO LIMA - EP ; DINARDI, RAUL CAVALCANTE - IME ; YAMAMOTO, BRUNO LOPES - EP
- Unidades: EP; IME
- Subjects: HEURÍSTICA; MODELOS DE APRENDIZAGEM; BENCHMARKS
- Agências de fomento:
- Language: Inglês
- Imprenta:
- Publisher: NeurIPS
- Publisher place: [San Diego, Ca.]
- Date published: 2025
- Source:
- Conference titles: Conference on Neural Information Processing Systems Workshop
-
ABNT
DINARDI, Raul Cavalcante et al. The virtues of brevity: avoid overthinking in parallel test-time reasoning. 2025, Anais.. [San Diego, Ca.]: NeurIPS, 2025. Disponível em: https://arXiv.org/pdf/2510.21067v1. Acesso em: 21 jan. 2026. -
APA
Dinardi, R. C., Yamamoto, B., Reali Costa, A. H., & Correia, A. J. L. (2025). The virtues of brevity: avoid overthinking in parallel test-time reasoning. In NeurIPS 2025 workshop on efficient reasoning. [San Diego, Ca.]: NeurIPS. Recuperado de https://arXiv.org/pdf/2510.21067v1 -
NLM
Dinardi RC, Yamamoto B, Reali Costa AH, Correia AJL. The virtues of brevity: avoid overthinking in parallel test-time reasoning [Internet]. NeurIPS 2025 workshop on efficient reasoning. 2025 ;[citado 2026 jan. 21 ] Available from: https://arXiv.org/pdf/2510.21067v1 -
Vancouver
Dinardi RC, Yamamoto B, Reali Costa AH, Correia AJL. The virtues of brevity: avoid overthinking in parallel test-time reasoning [Internet]. NeurIPS 2025 workshop on efficient reasoning. 2025 ;[citado 2026 jan. 21 ] Available from: https://arXiv.org/pdf/2510.21067v1 - Effective layer pruning through similarity metric perspective
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