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

arXiv:2608.26137 · cs.CL, cs.LG, cs.SD · Submitted 2026-06-25 · Read on arXiv

cs.CL, cs.LG, cs.SD

Submitted: 2026-06-25

Updated: 2026-06-25

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