Papers by Thai Binh Nguyen
Beyond Transcripts: A Renewed Perspective on Audio Chaptering (2026.acl-long)
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| Challenge: | despite its relevance, research on audio chaptering remains limited and predominantly textbased . authors: audio chapterers can't be used linearly because they skim, scrub timelines, jump to relevant moments . acoustic features and learning representations are not used for audio chapterer evaluation . |
| Approach: | They propose to use audio-only architecture to automatically segment audio into coherent sections . they compare audio-based models with acoustic features and a novel audio-oriented architecture . |
| Outcome: | The proposed audio-only architecture outperforms text-based approaches on acoustic features and LLMs. |
End-to-End Evaluation for Low-Latency Simultaneous Speech Translation (2023.emnlp-demo)
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Christian Huber, Tu Anh Dinh, Carlos Mullov, Ngoc-Quan Pham, Thai Binh Nguyen, Fabian Retkowski, Stefan Constantin, Enes Ugan, Danni Liu, Zhaolin Li, Sai Koneru, Jan Niehues, Alexander Waibel
| Challenge: | a framework to evaluate low-latency speech translations is currently only limited to specific aspects and is not able to compare different approaches. |
| Approach: | They propose a framework to perform and evaluate low-latency speech translation in realistic conditions. |
| Outcome: | The proposed framework evaluates various aspects of low-latency speech translation under realistic conditions. |