Towards Using Conversations with Spoken Dialogue Systems in the Automated Assessment of Non-Native Speakers of English (2016 · 26 citations)
Human-run English speaking exams usually include a live conversation with an examiner, but automated scoring has so far handled only monologue tasks, such as answering a prompt.
Off-topic Response Detection for Spontaneous Spoken English Assessment (2016 · 17 citations)
Automated graders of spoken English mostly score pronunciation and fluency. Judging content requires first checking whether a candidate actually answered the question, rather than misunderstanding it or reciting memorised text. Earlier systems measured bag-of-words similarity, such as cosine distance over tf-idf or…
Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use (2025 · 7 citations)
LibriSpeech has long served as the shared English ASR benchmark, but it contains only clean read audiobook speech, so systems now score close to zero errors on it while failing on real-world audio.

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Updated 1 November 2026