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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

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

Comprehending the overall intent of an utterance helps a listener recognize the individual words spoken. Inspired by this fact, we perform a novel study of the impact of explicitly incorporating intent representations as additional…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-22 Swayambhu Nath Ray , Minhua Wu , Anirudh Raju , Pegah Ghahremani , Raghavendra Bilgi , Milind Rao , Harish Arsikere , Ariya Rastrow , Andreas Stolcke , Jasha Droppo

Enabling robots to accurately interpret and execute spoken language instructions is essential for effective human-robot collaboration. Traditional methods rely on speech recognition to transcribe speech into text, often discarding crucial…

Robotics · Computer Science 2025-06-04 David Sasu , Kweku Andoh Yamoah , Benedict Quartey , Natalie Schluter

Intonations play an important role in delivering the intention of a speaker. However, current end-to-end TTS systems often fail to model proper intonations. To alleviate this problem, we propose a novel, intuitive method to synthesize…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-08 Jihwan Lee , Joun Yeop Lee , Heejin Choi , Seongkyu Mun , Sangjun Park , Jae-Sung Bae , Chanwoo Kim

Prosody contains rich information beyond the literal meaning of words, which is crucial for the intelligibility of speech. Current models still fall short in phrasing and intonation; they not only miss or misplace breaks when synthesizing…

Computation and Language · Computer Science 2024-12-20 Xiangheng He , Junjie Chen , Zixing Zhang , Björn W. Schuller

Speech-to-Text Translation (S2TT) has typically been addressed with cascade systems, where speech recognition systems generate a transcription that is subsequently passed to a translation model. While there has been a growing interest in…

Computation and Language · Computer Science 2024-02-02 Giulio Zhou , Tsz Kin Lam , Alexandra Birch , Barry Haddow

End-to-end text-to-speech synthesis systems achieved immense success in recent times, with improved naturalness and intelligibility. However, the end-to-end models, which primarily depend on the attention-based alignment, do not offer an…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-07 Giridhar Pamisetty , K. Sri Rama Murty

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

Syntactic elements, such as word order and case markers, are fundamental in natural language processing. Recent studies show that syntactic information boosts language model performance and offers clues for people to understand their…

Computation and Language · Computer Science 2024-07-15 Jong Myoung Kim , Young-Jun Lee , Yong-jin Han , Sangkeun Jung , Ho-Jin Choi

Sound deductive reasoning -- the ability to derive new knowledge from existing facts and rules -- is an indisputably desirable aspect of general intelligence. Despite the major advances of AI systems in areas such as math and science,…

Artificial Intelligence · Computer Science 2025-07-01 András György , Tor Lattimore , Nevena Lazić , Csaba Szepesvári

End-to-end intent classification using speech has numerous advantages compared to the conventional pipeline approach using automatic speech recognition (ASR), followed by natural language processing modules. It attempts to predict intent…

Computation and Language · Computer Science 2021-08-06 Yidi Jiang , Bidisha Sharma , Maulik Madhavi , Haizhou Li

To accurately understand the intention of an utterance is crucial in conversational communication. As conversational artificial intelligence models are rapidly being developed and applied in various fields, it is important to evaluate the…

Computation and Language · Computer Science 2025-02-18 Youngeun Koo , Jiwoo Lee , Dojun Park , Seohyun Park , Sungeun Lee

Although there are more than 6,500 languages in the world, the pronunciations of many phonemes sound similar across the languages. When people learn a foreign language, their pronunciation often reflects their native language's…

Computation and Language · Computer Science 2020-06-25 Younggun Lee , Suwon Shon , Taesu Kim

This paper analyzes dysarthric speech datasets from three languages with different prosodic systems: English, Korean, and Tamil. We inspect 39 acoustic measurements which reflect three speech dimensions including voice quality,…

Computation and Language · Computer Science 2022-11-04 Eun Jung Yeo , Sunhee Kim , Minhwa Chung

Modern dialog managers face the challenge of having to fulfill human-level conversational skills as part of common user expectations, including but not limited to discourse with no clear objective. Along with these requirements, agents are…

Computation and Language · Computer Science 2020-10-08 Won Ik Cho , Young Ki Moon , Sangwhan Moon , Seok Min Kim , Nam Soo Kim

Agent assistance during human-human customer support spoken interactions requires triggering workflows based on the caller's intent (reason for call). Timeliness of prediction is essential for a good user experience. The goal is for a…

Artificial Intelligence · Computer Science 2022-08-16 Mrinal Rawat , Victor Barres

In English, prosody adds a broad range of information to segment sequences, from information structure (e.g. contrast) to stylistic variation (e.g. expression of emotion). However, when learning to control prosody in text-to-speech voices,…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-04 Zack Hodari , Catherine Lai , Simon King

In a conversation or a dialogue process, attention and intention play intrinsic roles. This paper proposes a neural network based approach that models the attention and intention processes. It essentially consists of three recurrent…

Neural and Evolutionary Computing · Computer Science 2015-11-06 Kaisheng Yao , Geoffrey Zweig , Baolin Peng

Intent classification and slot filling are two critical tasks for natural language understanding. Traditionally the two tasks have been deemed to proceed independently. However, more recently, joint models for intent classification and slot…

Computation and Language · Computer Science 2021-02-23 H. Weld , X. Huang , S. Long , J. Poon , S. C. Han