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Arabic is one of the most important and growing languages in the world. With the rise of social media platforms such as Twitter, Arabic spoken dialects have become more in use. In this paper, we describe our approach on the NADI Shared Task…

Computation and Language · Computer Science 2020-11-16 Ahmad Beltagy , Abdelrahman Wael , Omar ElSherief

Despite Arabic being one of the most widely spoken languages, the development of Arabic Automatic Speech Recognition (ASR) systems faces significant challenges due to the language's complexity, and only a limited number of public Arabic ASR…

Computation and Language · Computer Science 2025-07-21 Lilit Grigoryan , Nikolay Karpov , Enas Albasiri , Vitaly Lavrukhin , Boris Ginsburg

This paper describes Elyadata \& LIA's joint submission to the NADI multi-dialectal Arabic Speech Processing 2025. We participated in the Spoken Arabic Dialect Identification (ADI) and multi-dialectal Arabic ASR subtasks. Our submission…

Computation and Language · Computer Science 2025-11-14 Haroun Elleuch , Youssef Saidi , Salima Mdhaffar , Yannick Estève , Fethi Bougares

In this report, we introduce Qwen3-ASR family, which includes two powerful all-in-one speech recognition models and a novel non-autoregressive speech forced alignment model. Qwen3-ASR-1.7B and Qwen3-ASR-0.6B are ASR models that support…

Computation and Language · Computer Science 2026-02-02 Xian Shi , Xiong Wang , Zhifang Guo , Yongqi Wang , Pei Zhang , Xinyu Zhang , Zishan Guo , Hongkun Hao , Yu Xi , Baosong Yang , Jin Xu , Jingren Zhou , Junyang Lin

Dialectal Arabic (DA) speech data vary widely in domain coverage, dialect labeling practices, and recording conditions, complicating cross-dataset comparison and model evaluation. To characterize this landscape, we conduct a computational…

Computation and Language · Computer Science 2026-01-30 Peter Sullivan , AbdelRahim Elmadany , Alcides Alcoba Inciarte , Muhammad Abdul-Mageed

Large Language Models (LLMs) are the engines driving today's AI agents. The better these models understand human languages, the more natural and user-friendly the interaction with AI becomes, from everyday devices like computers and…

Computation and Language · Computer Science 2025-11-24 Mohamed Mahdi

Generative Adversarial Networks (GANs) are formulated as minimax game problems, whereby generators attempt to approach real data distributions by virtue of adversarial learning against discriminators. The intrinsic problem complexity poses…

Computer Vision and Pattern Recognition · Computer Science 2021-08-10 Yuesong Tian , Li Shen , Li Shen , Guinan Su , Zhifeng Li , Wei Liu

Despite the transformative impact of Large Language Models (LLMs) across critical domains such as healthcare, customer service, and business marketing, their integration into Open Radio Access Networks (O-RAN) remains limited. This gap is…

Computation and Language · Computer Science 2025-07-24 Pranshav Gajjar , Vijay K. Shah

Large Language Models (LLMs) have demonstrated significant promise for various applications in healthcare. However, their efficacy in the Arabic medical domain remains unexplored due to the lack of high-quality domain-specific datasets and…

Computation and Language · Computer Science 2025-08-25 Mouath Abu Daoud , Chaimae Abouzahir , Leen Kharouf , Walid Al-Eisawi , Nizar Habash , Farah E. Shamout

Sentiment Analysis (SA) is an indispensable task for many real-world applications. Compared to limited resourced languages (i.e., Arabic, Bengali), most of the research on SA are conducted for high resourced languages (i.e., English,…

Computation and Language · Computer Science 2024-07-30 Md. Atabuzzaman , Md Shajalal , Maksuda Bilkis Baby , Alexander Boden

Rapid advancement of diffusion models has catalyzed remarkable progress in the field of image generation. However, prevalent models such as Flux, SD3.5 and Midjourney, still grapple with issues like model bias, limited text rendering…

Code-switching (CS), defined as the mixing of languages in conversations, has become a worldwide phenomenon. The prevalence of CS has been recently met with a growing demand and interest to build CS ASR systems. In this paper, we present…

Computation and Language · Computer Science 2021-08-31 Injy Hamed , Pavel Denisov , Chia-Yu Li , Mohamed Elmahdy , Slim Abdennadher , Ngoc Thang Vu

We present the latest release of PANNA 2.0 (Properties from Artificial Neural Network Architectures), a code for the generation of neural network interatomic potentials based on local atomic descriptors and multilayer perceptrons. Built on…

Computational Physics · Physics 2023-05-22 Franco Pellegrini , Ruggero Lot , Yusuf Shaidu , Emine Küçükbenli

Arabic dialect identification (ADI) systems are essential for large-scale data collection pipelines that enable the development of inclusive speech technologies for Arabic language varieties. However, the reliability of current ADI systems…

Computation and Language · Computer Science 2025-06-02 Badr M. Abdullah , Matthew Baas , Bernd Möbius , Dietrich Klakow

Studying early speech development at scale requires automatic tools, yet automatic phoneme recognition, especially for young children, remains largely unsolved. Building on decades of data collection, we curate TinyVox, a corpus of more…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-06 Marvin Lavechin , Elika Bergelson , Roger Levy

With the increasing reliance on automated decision making, the issue of algorithmic fairness has gained increasing importance. In this paper, we propose a Generative Adversarial Network for tabular data generation. The model includes two…

Machine Learning · Computer Science 2021-09-03 Amirarsalan Rajabi , Ozlem Ozmen Garibay

We introduce two multilingual, multimodal foundation language models that power Apple Intelligence features across Apple devices and services: i a 3B-parameter on-device model optimized for Apple silicon through architectural innovations…

Machine Learning · Computer Science 2025-08-28 Ethan Li , Anders Boesen Lindbo Larsen , Chen Zhang , Xiyou Zhou , Jun Qin , Dian Ang Yap , Narendran Raghavan , Xuankai Chang , Margit Bowler , Eray Yildiz , John Peebles , Hannah Gillis Coleman , Matteo Ronchi , Peter Gray , Keen You , Anthony Spalvieri-Kruse , Ruoming Pang , Reed Li , Yuli Yang , Emad Soroush , Zhiyun Lu , Crystal Xiao , Rong Situ , Jordan Huffaker , David Griffiths , Zaid Ahmed , Peng Zhang , Daniel Parilla , Asaf Liberman , Jennifer Mallalieu , Parsa Mazaheri , Qibin Chen , Manjot Bilkhu , Aonan Zhang , Eric Wang , Dave Nelson , Michael FitzMaurice , Thomas Voice , Jeremy Liu , Josh Shaffer , Shiwen Zhao , Prasanth Yadla , Farzin Rasteh , Pengsheng Guo , Arsalan Farooq , Jeremy Snow , Stephen Murphy , Tao Lei , Minsik Cho , George Horrell , Sam Dodge , Lindsay Hislop , Sumeet Singh , Alex Dombrowski , Aiswarya Raghavan , Sasha Sirovica , Mandana Saebi , Faye Lao , Max Lam , TJ Lu , Zhaoyang Xu , Karanjeet Singh , Marc Kirchner , David Mizrahi , Rajat Arora , Haotian Zhang , Henry Mason , Lawrence Zhou , Yi Hua , Ankur Jain , Felix Bai , Joseph Astrauskas , Floris Weers , Josh Gardner , Mira Chiang , Yi Zhang , Pulkit Agrawal , Tony Sun , Quentin Keunebroek , Matthew Hopkins , Bugu Wu , Tao Jia , Chen Chen , Xingyu Zhou , Nanzhu Wang , Peng Liu , Ruixuan Hou , Rene Rauch , Yuan Gao , Afshin Dehghan , Jonathan Janke , Zirui Wang , Cha Chen , Xiaoyi Ren , Feng Nan , Josh Elman , Dong Yin , Yusuf Goren , Jeff Lai , Yiran Fei , Syd Evans , Muyang Yu , Guoli Yin , Yi Qin , Erin Feldman , Isha Garg , Aparna Rajamani , Karla Vega , Walker Cheng , TJ Collins , Hans Han , Raul Rea Menacho , Simon Yeung , Sophy Lee , Phani Mutyala , Ying-Chang Cheng , Zhe Gan , Sprite Chu , Justin Lazarow , Alessandro Pappalardo , Federico Scozzafava , Jing Lu , Erik Daxberger , Laurent Duchesne , Jen Liu , David Güera , Stefano Ligas , Mary Beth Kery , Brent Ramerth , Ciro Sannino , Marcin Eichner , Haoshuo Huang , Rui Qian , Moritz Schwarzer-Becker , David Riazati , Mingfei Gao , Bailin Wang , Jack Cackler , Yang Lu , Ransen Niu , John Dennison , Guillaume Klein , Jeffrey Bigham , Deepak Gopinath , Navid Shiee , Darren Botten , Guillaume Tartavel , Alex Guillen Garcia , Sam Xu , Victoria MönchJuan Haladjian , Zi-Yi Dou , Matthias Paulik , Adolfo Lopez Mendez , Zhen Li , Hong-You Chen , Chao Jia , Dhaval Doshi , Zhengdong Zhang , Raunak Manjani , Aaron Franklin , Zhile Ren , David Chen , Artsiom Peshko , Nandhitha Raghuram , Hans Hao , Jiulong Shan , Kavya Nerella , Ramsey Tantawi , Vivek Kumar , Saiwen Wang , Brycen Wershing , Bhuwan Dhingra , Dhruti Shah , Ob Adaranijo , Xin Zheng , Tait Madsen , Hadas Kotek , Chang Liu , Yin Xia , Hanli Li , Suma Jayaram , Yanchao Sun , Ahmed Fakhry , Vasileios Saveris , Dustin Withers , Yanghao Li , Alp Aygar , Andres Romero Mier Y Teran , Kaiwei Huang , Mark Lee , Xiujun Li , Yuhong Li , Tyler Johnson , Jay Tang , Joseph Yitan Cheng , Futang Peng , Andrew Walkingshaw , Lucas Guibert , Abhishek Sharma , Cheng Shen , Piotr Maj , Yasutaka Tanaka , You-Cyuan Jhang , Vivian Ma , Tommi Vehvilainen , Kelvin Zou , Jeff Nichols , Matthew Lei , David Qiu , Yihao Qian , Gokul Santhanam , Wentao Wu , Yena Han , Dominik Moritz , Haijing Fu , Mingze Xu , Vivek Rathod , Jian Liu , Louis D'hauwe , Qin Ba , Haitian Sun , Haoran Yan , Philipp Dufter , Anh Nguyen , Yihao Feng , Emma Wang , Keyu He , Rahul Nair , Sanskruti Shah , Jiarui Lu , Patrick Sonnenberg , Jeremy Warner , Yuanzhi Li , Bowen Pan , Ziyi Zhong , Joe Zhou , Sam Davarnia , Olli Saarikivi , Irina Belousova , Rachel Burger , Shang-Chen Wu , Di Feng , Bas Straathof , James Chou , Yuanyang Zhang , Marco Zuliani , Eduardo Jimenez , Abhishek Sundararajan , Xianzhi Du , Chang Lan , Nilesh Shahdadpuri , Peter Grasch , Sergiu Sima , Josh Newnham , Varsha Paidi , Jianyu Wang , Kaelen Haag , Alex Braunstein , Daniele Molinari , Richard Wei , Brenda Yang , Nicholas Lusskin , Joanna Arreaza-Taylor , Meng Cao , Nicholas Seidl , Simon Wang , Jiaming Hu , Yiping Ma , Mengyu Li , Kieran Liu , Hang Su , Sachin Ravi , Chong Wang , Xin Wang , Kevin Smith , Haoxuan You , Binazir Karimzadeh , Rui Li , Jinhao Lei , Wei Fang , Alec Doane , Sam Wiseman , Ismael Fernandez , Jane Li , Andrew Hansen , Javier Movellan , Christopher Neubauer , Hanzhi Zhou , Chris Chaney , Nazir Kamaldin , Valentin Wolf , Fernando Bermúdez-Medina , Joris Pelemans , Peter Fu , Howard Xing , Xiang Kong , Wayne Shan , Gabriel Jacoby-Cooper , Dongcai Shen , Tom Gunter , Guillaume Seguin , Fangping Shi , Shiyu Li , Yang Xu , Areeba Kamal , Dan Masi , Saptarshi Guha , Qi Zhu , Jenna Thibodeau , Changyuan Zhang , Rebecca Callahan , Charles Maalouf , Wilson Tsao , Boyue Li , Qingqing Cao , Naomy Sabo , Cheng Leong , Yi Wang , Anupama Mann Anupama , Colorado Reed , Kenneth Jung , Zhifeng Chen , Mohana Prasad Sathya Moorthy , Yifei He , Erik Hornberger , Devi Krishna , Senyu Tong , Michael , Lee , David Haldimann , Yang Zhao , Bowen Zhang , Chang Gao , Chris Bartels , Sushma Rao , Nathalie Tran , Simon Lehnerer , Co Giang , Patrick Dong , Junting Pan , Biyao Wang , Dongxu Li , Mehrdad Farajtabar , Dongseong Hwang , Grace Duanmu , Eshan Verma , Sujeeth Reddy , Qi Shan , Hongbin Gao , Nan Du , Pragnya Sridhar , Forrest Huang , Yingbo Wang , Nikhil Bhendawade , Diane Zhu , Sai Aitharaju , Fred Hohman , Lauren Gardiner , Chung-Cheng Chiu , Yinfei Yang , Alper Kokmen , Frank Chu , Ke Ye , Kaan Elgin , Oron Levy , John Park , Donald Zhang , Eldon Schoop , Nina Wenzel , Michael Booker , Hyunjik Kim , Chinguun Erdenebileg , Nan Dun , Eric Liang Yang , Priyal Chhatrapati , Vishaal Mahtani , Haiming Gang , Kohen Chia , Deepa Seshadri , Donghan Yu , Yan Meng , Kelsey Peterson , Zhen Yang , Yongqiang Wang , Carina Peng , Doug Kang , Anuva Agarwal , Albert Antony , Juan Lao Tebar , Albin Madappally Jose , Regan Poston , Andy De Wang , Gerard Casamayor , Elmira Amirloo , Violet Yao , Wojciech Kryscinski , Kun Duan , Lezhi L

A generative AI architecture called bubbly flow generative adversarial networks (BF-GAN) is developed, designed to generate realistic and high-quality bubbly flow images through physically conditioned inputs, jg and jf. Initially, 52 sets…

Computer Vision and Pattern Recognition · Computer Science 2025-02-12 Wen Zhou , Shuichiro Miwa , Yang Liu , Koji Okamoto

GAN is a deep-learning based generative approach to generate contents such as images, languages and speeches. Recently, studies have shown that GAN can also be applied to generative adversarial attack examples to fool the machine-learning…

Machine Learning · Computer Science 2019-11-15 Feng Chen , Yunkai Shang , Bo Xu , Jincheng Hu

Autoregressive models have emerged as a powerful paradigm for visual content creation, but often overlook the intrinsic structural properties of visual data. Our prior work, IAR, initiated a direction to address this by reorganizing the…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Ran Yi , Teng Hu , Zihan Su , Jiangning Zhang , Lizhuang Ma