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Grammar Concept Annotation at Scale: Deployed Fine-Tuned Small Language Models Outperform Prompted Frontier Models

Corrective feedback is among the best-evidenced drivers of second-language acquisition, yet corrections delivered during lessons rarely accumulate into an actionable view of grammar mastery.

By Marjan Celikik, Ana Peleteiro Ramallo, Javier MoralesarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 9, 2026.

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