{"type": "article", "title": "Interpretable, Fairly Evaluated Automated L2 Speaking Assessment that Beats the Single-Human Ceiling and Why Pause Encoding Does Not Change LLM Fluency Scores", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/interpretable-fairly-evaluated-automated-l2-speaking-assessment-that-beats-the", "original_source": "https://arxiv.org/abs/2608.26137", "published": "2026-08-28T04:00:00+00:00", "accessed": "2026-08-28", "id": "interpretable-fairly-evaluated-automated-l2-speaking-assessment-that-beats-the"}