论文标题

填充物对于语音成绩单的文本表示的重要性

The importance of fillers for text representations of speech transcripts

论文作者

Dinkar, Tanvi, Colombo, Pierre, Labeau, Matthieu, Clavel, Chloé

论文摘要

虽然是口语的重要组成部分,但填充物(例如“ um”或“ uh”)通常在口语理解(SLU)任务中仍然被忽略。我们探索了用深层的上下文嵌入来代表它们的可能性,显示了对口语建模和两个下游任务的改进 - 预测说话者的立场并表达了信心。

While being an essential component of spoken language, fillers (e.g."um" or "uh") often remain overlooked in Spoken Language Understanding (SLU) tasks. We explore the possibility of representing them with deep contextualised embeddings, showing improvements on modelling spoken language and two downstream tasks - predicting a speaker's stance and expressed confidence.

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