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Related papers: Fillers in Spoken Language Understanding: Computat…

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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,…

Computation and Language · Computer Science 2020-10-02 Tanvi Dinkar , Pierre Colombo , Matthieu Labeau , Chloé Clavel

Fluent and confident speech is desirable to every speaker. But professional speech delivering requires a great deal of experience and practice. In this paper, we propose a speech stream manipulation system which can help non-professional…

Sound · Computer Science 2019-08-06 Sagnik Das , Nisha Gandhi , Tejas Naik , Roy Shilkrot

Disfluencies are a natural feature of spontaneous human speech but are typically absent from the outputs of Large Language Models (LLMs). This absence can diminish the perceived naturalness of synthesized speech, which is an important…

Computation and Language · Computer Science 2025-10-28 Syed Zohaib Hassan , Pierre Lison , Pål Halvorsen

Speech disfluencies, such as filled pauses or repetitions, are disruptions in the typical flow of speech. Stuttering is a speech disorder characterized by a high rate of disfluencies, but all individuals speak with some disfluencies and the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-03 Amrit Romana , Kazuhito Koishida , Emily Mower Provost

Automatic Speech Recognition (ASR) transcripts often contain disfluencies, such as fillers, repetitions, and false starts, which reduce readability and hinder downstream applications like chatbots and voice assistants. If left unaddressed,…

Computation and Language · Computer Science 2026-05-13 Deepak Kumar , Baban Gain , Asif Ekbal

This paper explores contexts associated with errors in transcrip-tion of spontaneous speech, shedding light on human perceptionof disfluencies and other conversational speech phenomena. Anew version of the Switchboard corpus is provided…

Computation and Language · Computer Science 2019-04-10 Vicky Zayats , Trang Tran , Richard Wright , Courtney Mansfield , Mari Ostendorf

This paper studies the performance of a neural self-attentive parser on transcribed speech. Speech presents parsing challenges that do not appear in written text, such as the lack of punctuation and the presence of speech disfluencies…

Computation and Language · Computer Science 2020-04-13 Paria Jamshid Lou , Yufei Wang , Mark Johnson

Filler words such as `uh' or `um' are sounds or words people use to signal they are pausing to think. Finding and removing filler words from recordings is a common and tedious task in media editing. Automatically detecting and classifying…

Computation and Language · Computer Science 2022-07-05 Ge Zhu , Juan-Pablo Caceres , Justin Salamon

Conversational speech often consists of deviations from the speech plan, producing disfluent utterances that affect downstream NLP tasks. Removing these disfluencies is necessary to create fluent and coherent speech. This paper presents…

Computation and Language · Computer Science 2023-05-29 Vineet Bhat , Preethi Jyothi , Pushpak Bhattacharyya

Speech disfluency modeling is the bottleneck for both speech therapy and language learning. However, there is no effective AI solution to systematically tackle this problem. We solidify the concept of disfluent speech and disfluent speech…

Computation and Language · Computer Science 2024-01-23 Jiachen Lian , Gopala Anumanchipalli

Strong presentation skills are valuable and sought-after in workplace and classroom environments alike. Of the possible improvements to vocal presentations, disfluencies and stutters in particular remain one of the most common and prominent…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-25 Tedd Kourkounakis , Amirhossein Hajavi , Ali Etemad

Accurate detection of disfluencies in spoken language is crucial for enhancing the performance of automatic speech and language processing systems, as well as fostering the development of more inclusive speech and language technologies.…

Sound · Computer Science 2025-06-24 Duygu Altinok

Disfluencies are prevalent in spontaneous speech, as shown in many studies of adult speech. Less is understood about children's speech, especially in pre-school children who are still developing their language skills. We present a novel…

Computation and Language · Computer Science 2020-10-12 Trang Tran , Morgan Tinkler , Gary Yeung , Abeer Alwan , Mari Ostendorf

Filler words like ``um" or ``uh" are common in spontaneous speech. It is desirable to automatically detect and remove them in recordings, as they affect the fluency, confidence, and professionalism of speech. Previous studies and our…

Audio and Speech Processing · Electrical Eng. & Systems 2023-04-13 Zhiyuan Zhao , Lijun Wu , Chuanxin Tang , Dacheng Yin , Yucheng Zhao , Chong Luo

Speech disorders such as stuttering disrupt the normal fluency of speech by involuntary repetitions, prolongations and blocking of sounds and syllables. In addition to these disruptions to speech fluency, most adults who stutter (AWS) also…

Computer Vision and Pattern Recognition · Computer Science 2020-10-06 Arun Das , Jeffrey Mock , Henry Chacon , Farzan Irani , Edward Golob , Peyman Najafirad

Accurately detecting dysfluencies in spoken language can help to improve the performance of automatic speech and language processing components and support the development of more inclusive speech and language technologies. Inspired by the…

Multi-intent spoken language understanding (SLU) involves two tasks: multiple intent detection and slot filling, which jointly handle utterances containing more than one intent. Owing to this characteristic, which closely reflects…

Computation and Language · Computer Science 2025-12-15 Di Wu , Ruiyu Fang , Liting Jiang , Shuangyong Song , Xiaomeng Huang , Shiquan Wang , Zhongqiu Li , Lingling Shi , Mengjiao Bao , Yongxiang Li , Hao Huang

Spoken Language Understanding (SLU) aims to extract the semantics frame of user queries, which is a core component in a task-oriented dialog system. With the burst of deep neural networks and the evolution of pre-trained language models,…

Computation and Language · Computer Science 2021-05-11 Libo Qin , Tianbao Xie , Wanxiang Che , Ting Liu

Speech disfluency commonly occurs in conversational and spontaneous speech. However, standard Automatic Speech Recognition (ASR) models struggle to accurately recognize these disfluencies because they are typically trained on fluent…

Computation and Language · Computer Science 2024-09-18 Robin Amann , Zhaolin Li , Barbara Bruno , Jan Niehues

Stuttering is a speech disorder during which the flow of speech is interrupted by involuntary pauses and repetition of sounds. Stuttering identification is an interesting interdisciplinary domain research problem which involves pathology,…

Sound · Computer Science 2022-11-17 Shakeel Ahmad Sheikh , Md Sahidullah , Fabrice Hirsch , Slim Ouni
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