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Despite the success of deep learning in speech recognition, multi-dialect speech recognition remains a difficult problem. Although dialect-specific acoustic models are known to perform well in general, they are not easy to maintain when…

Machine Learning · Computer Science 2022-05-09 Sanghyun Yoo , Inchul Song , Yoshua Bengio

This perspective calls for scholars across disciplines to address the challenge of audio deepfake detection and discernment through an interdisciplinary lens across Artificial Intelligence methods and linguistics. With an avalanche of tools…

Sound · Computer Science 2024-11-12 Vandana P. Janeja , Christine Mallinson

Due to a drastic improvement in the quality of internet services worldwide, there is an explosion of multilingual content generation and consumption. This is especially prevalent in countries with large multilingual audience, who are…

Audio and Speech Processing · Electrical Eng. & Systems 2020-07-14 Mudit Verma , Arun Balaji Buduru

This study presents a new dataset on rumor detection in Finnish language news headlines. We have evaluated two different LSTM based models and two different BERT models, and have found very significant differences in the results. A…

Computation and Language · Computer Science 2021-06-08 Mika Hämäläinen , Khalid Alnajjar , Niko Partanen , Jack Rueter

Informal transliteration from other languages to English is prevalent in social media threads, instant messaging, and discussion forums. Without identifying the language of such transliterated text, users who do not speak that language…

Audio and Speech Processing · Electrical Eng. & Systems 2020-04-29 Sourav Sen

The North S\'{a}mi (NS) language encapsulates four primary dialectal variants that are related but that also have differences in their phonology, morphology, and vocabulary. The unique geopolitical location of NS speakers means that in many…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-22 Sofoklis Kakouros , Katri Hiovain-Asikainen

Flattery is an important aspect of human communication that facilitates social bonding, shapes perceptions, and influences behavior through strategic compliments and praise, leveraging the power of speech to build rapport effectively. Its…

There are a lot of tools and resources available for processing Finnish. In this paper, we survey recent papers focusing on Finnish NLP related to many different subcategories of NLP such as parsing, generation, semantics and speech. NLP…

Computation and Language · Computer Science 2021-09-24 Mika Hämäläinen , Khalid Alnajjar

Text-to-speech models trained on large-scale datasets have demonstrated impressive in-context learning capabilities and naturalness. However, control of speaker identity and style in these models typically requires conditioning on reference…

Sound · Computer Science 2024-02-08 Dan Lyth , Simon King

In this work, we consider the task of automated emphasis detection for spoken language. This problem is challenging in that emphasis is affected by the particularities of speech of the subject, for example the subject accent, dialect or…

Machine Learning · Computer Science 2023-05-16 Eran Kaufman , Lee-Ad Gottlieb

This paper presents a novel Dialectal Sound and Vowelization Recovery framework, designed to recognize borrowed and dialectal sounds within phonologically diverse and dialect-rich languages, that extends beyond its standard orthographic…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-06 Yassine El Kheir , Hamdy Mubarak , Ahmed Ali , Shammur Absar Chowdhury

The difficulty of acquiring abundant, high-quality data, especially in multi-lingual contexts, has sparked interest in addressing low-resource scenarios. Moreover, current literature rely on fixed expressions from language IDs, which…

Sound · Computer Science 2024-09-30 Youngjae Kim , Yejin Jeon , Gary Geunbae Lee

The Irish language is rich in its diversity of dialects and accents. This compounds the difficulty of creating a speech recognition system for the low-resource language, as such a system must contend with a high degree of variability with…

Computation and Language · Computer Science 2023-07-17 Liam Lonergan , Mengjie Qian , Neasa Ní Chiaráin , Christer Gobl , Ailbhe Ní Chasaide

The evolution and diversity of a language is evident from it's various dialects. If the various dialects are not addressed in technological advancements like automatic speech recognition and speech synthesis, there is a chance that these…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-28 M. Nanmalar , P. Vijayalakshmi , T. Nagarajan

This paper presents a novel approach for detecting mispronunciations by analyzing deviations between a user's original speech and their voice-cloned counterpart with corrected pronunciation. We hypothesize that regions with maximal acoustic…

Sound · Computer Science 2025-07-16 Andrew Valdivia , Yueming Zhang , Hailu Xu , Amir Ghasemkhani , Xin Qin

State-of-the-art automatic speech recognition (ASR) systems struggle with the lack of data for rare accents. For sufficiently large datasets, neural engines tend to outshine statistical models in most natural language processing problems.…

Sound · Computer Science 2018-07-11 Fedor Kitashov , Elizaveta Svitanko , Debojyoti Dutta

Speech recognition systems have made tremendous progress since the last few decades. They have developed significantly in identifying the speech of the speaker. However, there is a scope of improvement in speech recognition systems in…

Computation and Language · Computer Science 2021-10-19 Pierre Berjon , Avishek Nag , Soumyabrata Dev

Creating open-domain chatbots requires large amounts of conversational data and related benchmark tasks to evaluate them. Standardized evaluation tasks are crucial for creating automatic evaluation metrics for model development; otherwise,…

Computation and Language · Computer Science 2020-08-20 Katri Leino , Juho Leinonen , Mittul Singh , Sami Virpioja , Mikko Kurimo

The Donate Speech campaign has so far succeeded in gathering approximately 3600 hours of ordinary, colloquial Finnish speech into the Lahjoita puhetta (Donate Speech) corpus. The corpus includes over twenty thousand speakers from all the…

Computation and Language · Computer Science 2022-03-25 Anssi Moisio , Dejan Porjazovski , Aku Rouhe , Yaroslav Getman , Anja Virkkunen , Tamás Grósz , Krister Lindén , Mikko Kurimo

The first step in any voice recognition software is to determine what language a speaker is using, and ideally this process would be automated. The technique described in this paper, language identification for audio spectrograms (LIFAS),…

Sound · Computer Science 2019-05-14 Shauna Revay , Matthew Teschke