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Synthetic data sets are used across linguistic domains and NLP tasks, particularly in scenarios where authentic data is limited (or even non-existent). One such domain is that of clinical (healthcare) contexts, where there exist significant…

Computation and Language · Computer Science 2026-03-17 Steven Bedrick , A. Seza Doğruöz , Sergiu Nisioi

Developers of text-to-speech synthesizers (TTS) often make use of human raters to assess the quality of synthesized speech. We demonstrate that we can model human raters' mean opinion scores (MOS) of synthesized speech using a deep…

Computation and Language · Computer Science 2016-11-29 Brian Patton , Yannis Agiomyrgiannakis , Michael Terry , Kevin Wilson , Rif A. Saurous , D. Sculley

The evaluation of supervised machine learning models is a critical stage in the development of reliable predictive systems. Despite the widespread availability of machine learning libraries and automated workflows, model assessment is often…

Machine Learning · Computer Science 2026-04-16 Xuanyan Liu , Ignacio Cabrera Martin , Marcello Trovati , Xiaolong Xu , Nikolaos Polatidis

Recent advancements in textless speech-to-speech translation systems have been driven by the adoption of self-supervised learning techniques. Although most state-of-the-art systems adopt a similar architecture to transform source language…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-29 Jarod Duret , Yannick Estève , Titouan Parcollet

Recommendation to groups of users is a challenging and currently only passingly studied task. Especially the evaluation aspect often appears ad-hoc and instead of truly evaluating on groups of users, synthesizes groups by merging individual…

Artificial Intelligence · Computer Science 2017-08-01 Zsolt Mezei , Carsten Eickhoff

While expressive speech synthesis or voice conversion systems mainly focus on controlling or manipulating abstract prosodic characteristics of speech, such as emotion or accent, we here address the control of perceptual voice qualities…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-16 Frederik Rautenberg , Michael Kuhlmann , Fritz Seebauer , Jana Wiechmann , Petra Wagner , Reinhold Haeb-Umbach

High-quality data is essential for conversational recommendation systems and serves as the cornerstone of the network architecture development and training strategy design. Existing works contribute heavy human efforts to manually labeling…

Computation and Language · Computer Science 2023-06-19 Yu Lu , Junwei Bao , Zichen Ma , Xiaoguang Han , Youzheng Wu , Shuguang Cui , Xiaodong He

Summarizing texts is not a straightforward task. Before even considering text summarization, one should determine what kind of summary is expected. How much should the information be compressed? Is it relevant to reformulate or should the…

Computation and Language · Computer Science 2020-07-16 Paul Tardy , David Janiszek , Yannick Estève , Vincent Nguyen

The ability to revise in response to feedback is critical to students' writing success. In the case of argument writing in specific, identifying whether an argument revision (AR) is successful or not is a complex problem because AR quality…

Computation and Language · Computer Science 2023-06-02 Zhexiong Liu , Diane Litman , Elaine Wang , Lindsay Matsumura , Richard Correnti

While dialogue remains an important end-goal of natural language research, the difficulty of evaluation is an oft-quoted reason why it remains troublesome to make real progress towards its solution. Evaluation difficulties are actually…

Computation and Language · Computer Science 2019-09-10 Margaret Li , Jason Weston , Stephen Roller

The article explores new ways of written language aided by AI technologies, like GPT-2 and GPT-3. The question that is stated in the paper is not about whether these novel technologies will eventually replace authored books, but how to…

Computation and Language · Computer Science 2022-01-25 Varvara Guljajeva

While automatic subjective speech quality assessment has witnessed much progress, an open question is whether an automatic quality assessment at frame resolution is possible. This would be highly desirable, as it adds explainability to the…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-10 Michael Kuhlmann , Fritz Seebauer , Petra Wagner , Reinhold Haeb-Umbach

The supervised training of high-capacity models on large datasets containing hundreds of thousands of document-summary pairs is critical to the recent success of deep learning techniques for abstractive summarization. Unfortunately, in most…

Computation and Language · Computer Science 2020-04-22 Reinald Kim Amplayo , Mirella Lapata

With the rise of video production and social media, speech editing has become crucial for creators to address issues like mispronunciations, missing words, or stuttering in audio recordings. This paper explores text-based speech editing…

Sound · Computer Science 2024-07-25 Tobias Kässmann , Yining Liu , Danni Liu

This paper is an attempt to bring together two approaches to language analysis. The possible use of probabilistic information in principle-based grammars and parsers is considered, including discussion on some theoretical and computational…

cmp-lg · Computer Science 2008-02-03 Andrew Fordham , Matthew Crocker

The aim of this paper is twofold. First, we present a review of different recording options for gathering prosodic data in the event that fieldwork is impracticable (e.g. due to pandemics). Under this light, we mimic a long-distance reading…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-22 Giuseppe Magistro

Evaluating the quality of a dialogue system is an understudied problem. The recent evolution of evaluation method motivated this survey, in which an explicit and comprehensive analysis of the existing methods is sought. We are first to…

Computation and Language · Computer Science 2021-08-04 Xinmeng Li , Wansen Wu , Long Qin , Quanjun Yin

This paper emphasizes the importance of reporting experiment details in subjective evaluations and demonstrates how such details can significantly impact evaluation results in the field of speech synthesis. Through an analysis of 80 papers…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-06 Cheng-Han Chiang , Wei-Ping Huang , Hung-yi Lee

Perceived voice likability plays a crucial role in various social interactions, such as partner selection and advertising. A system that provides reference likable voice samples tailored to target audiences would enable users to adjust…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-03 Hitoshi Suda , Shinnosuke Takamichi , Satoru Fukayama

Synthetic users are cost-effective proxies for real users in the evaluation of conversational recommender systems. Large language models show promise in simulating human-like behavior, raising the question of their ability to represent a…

Computation and Language · Computer Science 2024-03-27 Se-eun Yoon , Zhankui He , Jessica Maria Echterhoff , Julian McAuley