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This paper outlines the conceptual and computational foundations of the AURORA (Acoustic Understanding and Real-time Observation of Resonant Articulations) model. AURORA predicts tongue displacement and shape in vowel sounds based on the…

Computation and Language · Computer Science 2026-03-19 Patrycja Strycharczuk , Sam Kirkham

Pronunciation modeling is a key task for building speech technology in new languages, and while solid grapheme-to-phoneme (G2P) mapping systems exist, language coverage can stand to be improved. The information needed to build G2P models…

Computation and Language · Computer Science 2021-01-28 Tania Chakraborty , Manasa Prasad , Theresa Breiner , Sandy Ritchie , Daan van Esch

We present an analysis pipeline and best practice guidelines for building and curating corpora of everyday conversation in diverse languages. Surveying language documentation corpora and other resources that cover 67 languages and varieties…

Computation and Language · Computer Science 2022-05-11 Andreas Liesenfeld , Mark Dingemanse

Automatic phonemic transcription tools are useful for low-resource language documentation. However, due to the lack of training sets, only a tiny fraction of languages have phonemic transcription tools. Fortunately, multilingual acoustic…

Computation and Language · Computer Science 2020-02-28 Xinjian Li , Siddharth Dalmia , David R. Mortensen , Juncheng Li , Alan W Black , Florian Metze

Audio large language models (AudioLLMs) enable instruction-following over speech and general audio, but progress is increasingly limited by the lack of diverse, conversational, instruction-aligned speech-text data. This bottleneck is…

The scarcity of high-quality, multimodal training data severely hinders the creation of lifelike avatar animations for conversational AI in virtual environments. Existing datasets often lack the intricate synchronization between speech,…

Artificial Intelligence · Computer Science 2024-10-23 Saif Punjwani , Larry Heck

Recent methods in speech and language technology pretrain very LARGE models which are fine-tuned for specific tasks. However, the benefits of such LARGE models are often limited to a few resource rich languages of the world. In this work,…

Grapheme-to-phoneme (G2P) models are a key component in Automatic Speech Recognition (ASR) systems, such as the ASR system in Alexa, as they are used to generate pronunciations for out-of-vocabulary words that do not exist in the…

Computation and Language · Computer Science 2020-06-30 Alex Sokolov , Tracy Rohlin , Ariya Rastrow

There is growing interest in ASR systems that can recognize phones in a language-independent fashion. There is additionally interest in building language technologies for low-resource and endangered languages. However, there is a paucity of…

Computation and Language · Computer Science 2021-04-05 David R. Mortensen , Jordan Picone , Xinjian Li , Kathleen Siminyu

We introduce FLEURS, the Few-shot Learning Evaluation of Universal Representations of Speech benchmark. FLEURS is an n-way parallel speech dataset in 102 languages built on top of the machine translation FLoRes-101 benchmark, with…

Computation and Language · Computer Science 2022-05-26 Alexis Conneau , Min Ma , Simran Khanuja , Yu Zhang , Vera Axelrod , Siddharth Dalmia , Jason Riesa , Clara Rivera , Ankur Bapna

In this paper, we work towards extending Audio-Visual Question Answering (AVQA) to multilingual settings. Existing AVQA research has predominantly revolved around English and replicating it for addressing AVQA in other languages requires a…

The Universal Morphology (UniMorph) project is a collaborative effort providing broad-coverage instantiated normalized morphological inflection tables for hundreds of diverse world languages. The project comprises two major thrusts: a…

Computation and Language · Computer Science 2022-06-22 Khuyagbaatar Batsuren , Omer Goldman , Salam Khalifa , Nizar Habash , Witold Kieraś , Gábor Bella , Brian Leonard , Garrett Nicolai , Kyle Gorman , Yustinus Ghanggo Ate , Maria Ryskina , Sabrina J. Mielke , Elena Budianskaya , Charbel El-Khaissi , Tiago Pimentel , Michael Gasser , William Lane , Mohit Raj , Matt Coler , Jaime Rafael Montoya Samame , Delio Siticonatzi Camaiteri , Benoît Sagot , Esaú Zumaeta Rojas , Didier López Francis , Arturo Oncevay , Juan López Bautista , Gema Celeste Silva Villegas , Lucas Torroba Hennigen , Adam Ek , David Guriel , Peter Dirix , Jean-Philippe Bernardy , Andrey Scherbakov , Aziyana Bayyr-ool , Antonios Anastasopoulos , Roberto Zariquiey , Karina Sheifer , Sofya Ganieva , Hilaria Cruz , Ritván Karahóǧa , Stella Markantonatou , George Pavlidis , Matvey Plugaryov , Elena Klyachko , Ali Salehi , Candy Angulo , Jatayu Baxi , Andrew Krizhanovsky , Natalia Krizhanovskaya , Elizabeth Salesky , Clara Vania , Sardana Ivanova , Jennifer White , Rowan Hall Maudslay , Josef Valvoda , Ran Zmigrod , Paula Czarnowska , Irene Nikkarinen , Aelita Salchak , Brijesh Bhatt , Christopher Straughn , Zoey Liu , Jonathan North Washington , Yuval Pinter , Duygu Ataman , Marcin Wolinski , Totok Suhardijanto , Anna Yablonskaya , Niklas Stoehr , Hossep Dolatian , Zahroh Nuriah , Shyam Ratan , Francis M. Tyers , Edoardo M. Ponti , Grant Aiton , Aryaman Arora , Richard J. Hatcher , Ritesh Kumar , Jeremiah Young , Daria Rodionova , Anastasia Yemelina , Taras Andrushko , Igor Marchenko , Polina Mashkovtseva , Alexandra Serova , Emily Prud'hommeaux , Maria Nepomniashchaya , Fausto Giunchiglia , Eleanor Chodroff , Mans Hulden , Miikka Silfverberg , Arya D. McCarthy , David Yarowsky , Ryan Cotterell , Reut Tsarfaty , Ekaterina Vylomova

Labeled audio data is insufficient to build satisfying speech recognition systems for most of the languages in the world. There have been some zero-resource methods trying to perform phoneme or word-level speech recognition without labeled…

Computation and Language · Computer Science 2025-01-14 Haoyu Wang , Wei-Qiang Zhang , Hongbin Suo , Yulong Wan

We introduce Stanza, an open-source Python natural language processing toolkit supporting 66 human languages. Compared to existing widely used toolkits, Stanza features a language-agnostic fully neural pipeline for text analysis, including…

Computation and Language · Computer Science 2020-04-24 Peng Qi , Yuhao Zhang , Yuhui Zhang , Jason Bolton , Christopher D. Manning

This paper presents XLSR which learns cross-lingual speech representations by pretraining a single model from the raw waveform of speech in multiple languages. We build on wav2vec 2.0 which is trained by solving a contrastive task over…

Computation and Language · Computer Science 2020-12-17 Alexis Conneau , Alexei Baevski , Ronan Collobert , Abdelrahman Mohamed , Michael Auli

Numeral systems across the world's languages vary in fascinating ways, both regarding their synchronic structure and the diachronic processes that determined how they evolved in their current shape. For a proper comparison of numeral…

Acoustic word embeddings (AWEs) are vector representations of spoken word segments. AWEs can be learned jointly with embeddings of character sequences, to generate phonetically meaningful embeddings of written words, or acoustically…

Computation and Language · Computer Science 2020-06-26 Yushi Hu , Shane Settle , Karen Livescu

Phonemization is a critical component in text-to-speech synthesis. Traditional approaches rely on deterministic transformations and lexica, while neural methods offer potential for higher generalization on out-of-vocabulary (OOV) terms.…

Computation and Language · Computer Science 2026-05-11 Johannes Wirth

Large language models (LLMs) have shown incredible proficiency in performing tasks that require semantic understanding of natural language instructions. Recently, many works have further expanded this capability to perceive multimodal audio…

Phonological features provide a language-general and linguistically grounded representation of speech. We present PhonoQ-2.0, a multilingual frame-level phonological feature recognizer built on self-supervised speech models. The system…

Computation and Language · Computer Science 2026-05-26 Abner Hernandez , Tomás Arias-Vergara , Daiqi Liu , Andreas Maier , Paula Andrea Pérez-Toro