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  This is the official dataset introduced in the paper.
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- OpenEnded: An Open-Response Speech Corpus for Speaking Assessment with Human Annotations and ALM Supervision
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  Speech recordings of English-as-a-foreign-language learners with utterance-level speaking-assessment (ASA) scores: **Accuracy**, **Fluency**, **Prosody**.
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  ## Citation
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  @inproceedings{chen2026openended,
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- title = {OpenEnded: An Open-Response Speech Corpus for Speaking Assessment with Human Annotations and ALM Supervision},
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  author = {Yu-Wen Chen, Eric Zhou, Evelyn Ding, Tianyi Shen, Zhou Yu, Julia Hirschberg},
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  booktitle = {Proc. SLT 2026}
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  }
 
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  This is the official dataset introduced in the paper.
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+ OpenEnded: An Open-Response Speech Corpus for Speaking Proficiency Assessment with Human Annotations and ALM Supervision
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  Speech recordings of English-as-a-foreign-language learners with utterance-level speaking-assessment (ASA) scores: **Accuracy**, **Fluency**, **Prosody**.
 
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  ## Citation
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  @inproceedings{chen2026openended,
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+ title = {OpenEnded: An Open-Response Speech Corpus for Speaking Proficiency Assessment with Human Annotations and ALM Supervision},
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  author = {Yu-Wen Chen, Eric Zhou, Evelyn Ding, Tianyi Shen, Zhou Yu, Julia Hirschberg},
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  booktitle = {Proc. SLT 2026}
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  }