l2-assessment

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Interpretable, Fairly Evaluated Automated L2 Speaking Assessment that Beats the Single-Human Ceiling and Why Pause Encoding Does Not Change LLM Fluency Scores

arXiv cs.CL ↗ · 2026-08-28 Cached

This paper presents an interpretable feature-LLM hybrid system for automated L2 English speaking assessment that outperforms individual human raters and shows that pause encoding does not significantly impact LLM fluency scores.

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l2-assessment

Interpretable, Fairly Evaluated Automated L2 Speaking Assessment that Beats the Single-Human Ceiling and Why Pause Encoding Does Not Change LLM Fluency Scores

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