Fine-Tuning Shifts Form Before Competence: Treatment-Correlated Style Drift Confounds Surface-Form Evaluation of Adapter Specialization

Othmane Benyoucef, Latifa Dekhici

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DOI: 10.3390/e28101116
Published: 2026-10-13
Container: Entropy
Publisher: MDPI AG
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.3390/e28101116,
  title = {Fine-Tuning Shifts Form Before Competence: Treatment-Correlated Style Drift Confounds Surface-Form Evaluation of Adapter Specialization},
  author = {Othmane Benyoucef and Latifa Dekhici},
  year = {2026},
  journal = {Entropy},
  doi = {10.3390/e28101116},
  url = {https://doi.org/10.3390/e28101116}
}

RIS

TY  - JOUR
TI  - Fine-Tuning Shifts Form Before Competence: Treatment-Correlated Style Drift Confounds Surface-Form Evaluation of Adapter Specialization
AU  - Othmane Benyoucef
AU  - Latifa Dekhici
PY  - 2026
JO  - Entropy
DO  - 10.3390/e28101116
UR  - https://doi.org/10.3390/e28101116
ER  -

APA

Benyoucef, O., & Dekhici, L. (2026). Fine-Tuning Shifts Form Before Competence: Treatment-Correlated Style Drift Confounds Surface-Form Evaluation of Adapter Specialization. Entropy. https://doi.org/10.3390/e28101116

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crossref · retrieved 2026-11-10T06:53:12.614Z