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Related papers: BIG-C: a Multimodal Multi-Purpose Dataset for Bemb…

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We present a preprocessed, ready-to-use automatic speech recognition corpus, BembaSpeech, consisting over 24 hours of read speech in the Bemba language, a written but low-resourced language spoken by over 30% of the population in Zambia. To…

Computation and Language · Computer Science 2021-02-10 Claytone Sikasote , Antonios Anastasopoulos

This paper describes our system submission to the International Conference on Spoken Language Translation (IWSLT 2025), low-resource languages track, namely for Bemba-to-English speech translation. We built cascaded speech translation…

Computation and Language · Computer Science 2025-08-14 Muhammad Hazim Al Farouq , Aman Kassahun Wassie , Yasmin Moslem

Bangla is a language spoken by approximately 240 million native speakers and around 300 million people worldwide. Despite being the 5th largest spoken language in the world, Bangla is still a "low-resource" language, and existing pretrained…

Computation and Language · Computer Science 2025-10-08 Abdullah Khan Zehady , Shubhashis Roy Dipta , Naymul Islam , Safi Al Mamun , Santu Karmaker

This work introduces Zambezi Voice, an open-source multilingual speech resource for Zambian languages. It contains two collections of datasets: unlabelled audio recordings of radio news and talk shows programs (160 hours) and labelled data…

Bangla is the sixth most widely spoken language globally, with approximately 234 million native speakers. However, progress in open-source Bangla machine translation remains limited. Most online resources are in English and often remain…

Computation and Language · Computer Science 2025-12-16 Ayon Roy , Risat Rahaman , Sadat Shibly , Udoy Saha Joy , Abdulla Al Kafi , Farig Yousuf Sadeque

Bengali is one of the most spoken languages in the world with over 300 million speakers globally. Despite its popularity, research into the development of Bengali speech recognition systems is hindered due to the lack of diverse open-source…

Large Language Models (LLMs) like GPT-4 and LLaMA have shown incredible proficiency at natural language processing tasks and have even begun to excel at tasks across other modalities such as vision and audio. Despite their success, LLMs…

Computation and Language · Computer Science 2024-03-12 Michael Andersland

Next generation task-oriented dialog systems need to understand conversational contexts with their perceived surroundings, to effectively help users in the real-world multimodal environment. Existing task-oriented dialog datasets aimed…

Computation and Language · Computer Science 2021-10-22 Satwik Kottur , Seungwhan Moon , Alborz Geramifard , Babak Damavandi

Bangla, the seventh most widely spoken language worldwide with 300 million native speakers, faces digital under-representation due to limited resources and lack of annotated datasets. Stemming, a critical preprocessing step in language…

Computation and Language · Computer Science 2025-08-22 Abhijit Paul , Mashiat Amin Farin , Sharif Md. Abdullah , Ahmedul Kabir , Zarif Masud , Shebuti Rayana

The Interspeech 2025 URGENT Challenge aimed to advance universal, robust, and generalizable speech enhancement by unifying speech enhancement tasks across a wide variety of conditions, including seven different distortion types and five…

Sound · Computer Science 2025-10-01 Rong Chao , Rauf Nasretdinov , Yu-Chiang Frank Wang , Ante Jukić , Szu-Wei Fu , Yu Tsao

Almost none of the 2,000+ languages spoken in Africa have widely available automatic speech recognition systems, and the required data is also only available for a few languages. We have experimented with two techniques which may provide…

Computation and Language · Computer Science 2022-10-05 Sandy Ritchie , You-Chi Cheng , Mingqing Chen , Rajiv Mathews , Daan van Esch , Bo Li , Khe Chai Sim

As computers have become efficient at understanding visual information and transforming it into a written representation, research interest in tasks like automatic image captioning has seen a significant leap over the last few years. While…

Computation and Language · Computer Science 2022-05-31 Mohammad Faiyaz Khan , S. M. Sadiq-Ur-Rahman Shifath , Md Saiful Islam

Creating speech datasets, models, and evaluation frameworks for low-resource languages remains challenging given the lack of a broad base of pertinent experience to draw from. This paper reports on the field collection of 612 hours of…

Bangla -- ranked as the 6th most widely spoken language across the world (https://www.ethnologue.com/guides/ethnologue200), with 230 million native speakers -- is still considered as a low-resource language in the natural language…

Computation and Language · Computer Science 2021-07-27 Firoj Alam , Arid Hasan , Tanvirul Alam , Akib Khan , Janntatul Tajrin , Naira Khan , Shammur Absar Chowdhury

Research on large language models has advanced significantly across text, speech, images, and videos. However, multi-modal music understanding and generation remain underexplored due to the lack of well-annotated datasets. To address this,…

Sound · Computer Science 2024-12-10 Shansong Liu , Atin Sakkeer Hussain , Qilong Wu , Chenshuo Sun , Ying Shan

Transformer-based models have become increasingly popular and have impacted speech-processing research owing to their exceptional performance in sequence modeling. Recently, a promising model architecture, Mamba, has emerged as a potential…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-27 Wen-Yuan Ting , Wenze Ren , Rong Chao , Hsin-Yi Lin , Yu Tsao , Fan-Gang Zeng

People spend a substantial portion of their lives engaged in conversation, and yet our scientific understanding of conversation is still in its infancy. In this report we advance an interdisciplinary science of conversation, with findings…

Computation and Language · Computer Science 2022-03-02 Andrew Reece , Gus Cooney , Peter Bull , Christine Chung , Bryn Dawson , Casey Fitzpatrick , Tamara Glazer , Dean Knox , Alex Liebscher , Sebastian Marin

Open source large language models (LLMs) have shown great improvements in recent times. However, many of these models are focused solely on popular spoken languages. We present a high quality dataset of more than 70k prompt-response pairs…

Computation and Language · Computer Science 2024-05-22 Peter Devine

Multimodal Large Language Models (MLLMs) have attracted much attention for their multifunctionality. However, traditional Transformer architectures incur significant overhead due to their secondary computational complexity. To address this…

Computer Vision and Pattern Recognition · Computer Science 2024-08-22 Wenjun Huang , Jiakai Pan , Jiahao Tang , Yanyu Ding , Yifei Xing , Yuhe Wang , Zhengzhuo Wang , Jianguo Hu

The increase in technological adoption worldwide comes with demands for novel tools to be used by the general population. Large Language Models (LLMs) provide a great opportunity in this respect, but their capabilities remain limited for…

Computation and Language · Computer Science 2025-10-13 Stefan Krsteski , Matea Tashkovska , Borjan Sazdov , Hristijan Gjoreski , Branislav Gerazov
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