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In conversational speech, the acoustic signal provides cues that help listeners disambiguate difficult parses. For automatically parsing spoken utterances, we introduce a model that integrates transcribed text and acoustic-prosodic features…

Computation and Language · Computer Science 2018-04-17 Trang Tran , Shubham Toshniwal , Mohit Bansal , Kevin Gimpel , Karen Livescu , Mari Ostendorf

Vocal feedback (e.g., `mhm', `yeah', `okay') is an important component of spoken dialogue and is crucial to ensuring common ground in conversational systems. The exact meaning of such feedback is conveyed through both lexical and prosodic…

Computation and Language · Computer Science 2025-05-20 Livia Qian , Carol Figueroa , Gabriel Skantze

The relation of syntax and prosody (the syntax--prosody interface) has been an active area of research, mostly in linguistics and typically studied under controlled conditions. More recently, prosody has also been successfully used in the…

Computation and Language · Computer Science 2018-06-18 Arne Köhn , Timo Baumann , Oskar Dörfler

Prosody -- the suprasegmental component of speech, including pitch, loudness, and tempo -- carries critical aspects of meaning. However, the relationship between the information conveyed by prosody vs. by the words themselves remains poorly…

Computation and Language · Computer Science 2023-11-30 Lukas Wolf , Tiago Pimentel , Evelina Fedorenko , Ryan Cotterell , Alex Warstadt , Ethan Wilcox , Tamar Regev

Prosodic cues in conversational speech aid listeners in discerning a message. We investigate whether acoustic cues in spoken dialogue can be used to identify the importance of individual words to the meaning of a conversation turn.…

Computation and Language · Computer Science 2019-07-18 Sushant Kafle , Cecilia O. Alm , Matt Huenerfauth

Prosodic features such as pitch, timing, and intonation are central to spoken communication, conveying emotion, intent, and discourse structure. In text-based settings, where these cues are absent, emojis act as visual surrogates that add…

Computation and Language · Computer Science 2025-08-04 Giulio Zhou , Tsz Kin Lam , Alexandra Birch , Barry Haddow

This study investigates the acoustic features of sarcasm and disentangles the interplay between the propensity of an utterance being used sarcastically and the presence of prosodic cues signaling sarcasm. Using a dataset of sarcastic…

Computation and Language · Computer Science 2024-08-28 Zhu Li , Xiyuan Gao , Yuqing Zhang , Shekhar Nayak , Matt Coler

Audio deepfakes are increasingly in-differentiable from organic speech, often fooling both authentication systems and human listeners. While many techniques use low-level audio features or optimization black-box model training, focusing on…

Sound · Computer Science 2025-02-21 Kevin Warren , Daniel Olszewski , Seth Layton , Kevin Butler , Carrie Gates , Patrick Traynor

In this paper, we propose a method of speaker adaption with intuitive prosodic features for statistical parametric speech synthesis. The intuitive prosodic features employed in this method include pitch, pitch range, speech rate and energy…

Sound · Computer Science 2022-03-03 Pengyu Cheng , Zhenhua Ling

Reduced articulatory precision is common in speech, but for dialog its acoustic properties and pragmatic functions have been little studied. We here try to remedy this gap. This technical report contains content that was omitted from the…

Computation and Language · Computer Science 2024-05-03 Nigel G. Ward , Carlos A. Ortega

Parsing spoken dialogue presents challenges that parsing text does not, including a lack of clear sentence boundaries. We know from previous work that prosody helps in parsing single sentences (Tran et al. 2018), but we want to show the…

Computation and Language · Computer Science 2023-02-24 Elizabeth Nielsen , Sharon Goldwater , Mark Steedman

In spoken communication, information is transmitted not only via words, but also through a rich array of non-verbal signals, including prosody--the non-segmental auditory features of speech. Do these different communication channels carry…

Computation and Language · Computer Science 2025-06-04 Tamar I. Regev , Chiebuka Ohams , Shaylee Xie , Lukas Wolf , Evelina Fedorenko , Alex Warstadt , Ethan G. Wilcox , Tiago Pimentel

We address the problem of inferring a speaker's level of certainty based on prosodic information in the speech signal, which has application in speech-based dialogue systems. We show that using phrase-level prosodic features centered around…

Computation and Language · Computer Science 2011-03-11 Heather Pon-Barry , Stuart M. Shieber

Existing fake audio detection systems perform well in in-domain testing, but still face many challenges in out-of-domain testing. This is due to the mismatch between the training and test data, as well as the poor generalizability of…

Sound · Computer Science 2023-05-24 Chenglong Wang , Jiangyan Yi , Jianhua Tao , Chuyuan Zhang , Shuai Zhang , Xun Chen

Humans use social context to specify preferences over behaviors, i.e. their reward functions. Yet, algorithms for inferring reward models from preference data do not take this social learning view into account. Inspired by pragmatic human…

Machine Learning · Computer Science 2024-05-24 Andi Peng , Yuying Sun , Tianmin Shu , David Abel

This work explores the application of various supervised classification approaches using prosodic information for the identification of spoken North S\'ami language varieties. Dialects are language varieties that enclose characteristics…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-12 Sofoklis Kakouros , Katri Hiovain , Martti Vainio , Juraj Šimko

Automatic measures of similarity between utterances are invaluable for training speech synthesizers, evaluating machine translation, and assessing learner productions. While there exist measures for semantic similarity and prosodic…

Computation and Language · Computer Science 2024-03-25 Nigel G. Ward , Divette Marco

The prosody of a spoken utterance, including features like stress, intonation and rhythm, can significantly affect the underlying semantics, and as a consequence can also affect its textual translation. Nevertheless, prosody is rarely…

Computation and Language · Computer Science 2024-11-01 Ioannis Tsiamas , Matthias Sperber , Andrew Finch , Sarthak Garg

The average predictability (aka informativity) of a word in context has been shown to condition word duration (Seyfarth, 2014). All else being equal, words that tend to occur in more predictable environments are shorter than words that tend…

Computation and Language · Computer Science 2021-01-26 Kevin Tang , Jason A. Shaw

Pragmatics and non-literal language understanding are essential to human communication, and present a long-standing challenge for artificial language models. We perform a fine-grained comparison of language models and humans on seven…

Computation and Language · Computer Science 2023-05-25 Jennifer Hu , Sammy Floyd , Olessia Jouravlev , Evelina Fedorenko , Edward Gibson
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