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ACL Findings2024

MELD-ST: An Emotion-aware Speech Translation Dataset

Sirou Chen, Sakiko Yahata, Shuichiro Shimizu, Zhengdong Yang, Yihang Li, Chenhui Chu, Sadao Kurohashi

摘要

Emotion plays a crucial role in human conversation. This paper underscores the significance of considering emotion in speech translation. We present the MELD-ST dataset for the emotion-aware speech translation task, comprising English-to-Japanese and Englishto-German language pairs. Each language pair includes about 10, 000 utterances annotated with emotion labels from the MELD dataset.

Baseline experiments using the SEAMLESSM4T model on the dataset indicate that fine-tuning with emotion labels can enhance translation performance in some settings, highlighting the need for further research in emotion-aware speech translation systems.

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引用它的顶会 Paper1

  1. PLaST: Towards Paralinguistic-aware Speech TranslationYi Li, Rui Zhao, Ruiquan Zhang, Jinsong Su 等AAAI 2026

它引用的 Paper5

  1. Robust Speech Recognition via Large-Scale Weak SupervisionAlec Radford, Jong Wook Kim, Tao Xu, Greg Brockman 等ICML 2023 · 6,966 次引用
  2. Direct Speech-to-Speech Translation With Discrete UnitsAnn Lee, Peng-Jen Chen, Changhan Wang, Jiatao Gu 等ACL 2022 · 235 次引用
  3. BLEURT: Learning Robust Metrics for Text GenerationThibault Sellam, Dipanjan Das, Ankur P. ParikhACL 2020 · 40 次引用
  4. Gender in Danger? Evaluating Speech Translation Technology on the MuST-SHE CorpusLuisa Bentivogli, Beatrice Savoldi, Matteo Negri, Mattia Antonino Di Gangi 等ACL 2020 · 40 次引用
  5. Towards Speech Dialogue Translation Mediating Speakers of Different LanguagesShuichiro Shimizu, Chenhui Chu, Sheng Li, Sadao KurohashiACL Findings 2023 · 2 次引用

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