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Only a handful of the world's languages are abundant with the resources that enable practical applications of speech processing technologies. One of the methods to overcome this problem is to use the resources existing in other languages to…

Audio and Speech Processing · Electrical Eng. & Systems 2020-05-19 Piotr Żelasko , Laureano Moro-Velázquez , Mark Hasegawa-Johnson , Odette Scharenborg , Najim Dehak

This paper addresses the problem of Bangla hate speech identification, a socially impactful yet linguistically challenging task. As part of the "Bangla Multi-task Hate Speech Identification" shared task at the BLP Workshop, IJCNLP-AACL…

Computation and Language · Computer Science 2025-11-11 Sourav Saha , K M Nafi Asib , Mohammed Moshiul Hoque

Tokenization methods like Byte-Pair Encoding (BPE) enhance computational efficiency in large language models (LLMs) but often obscure internal character structures within tokens. This limitation hinders LLMs' ability to predict precise…

Computation and Language · Computer Science 2025-06-10 Zhu Xu , Zhiqiang Zhao , Zihan Zhang , Yuchi Liu , Quanwei Shen , Fei Liu , Yu Kuang , Jian He , Conglin Liu

We study word-level semantic alignment across four historical stages of Ancient Egyptian. These stages differ in script and orthography, and parallel data are scarce. We jointly train a compact encoder-decoder model with a shared byte-level…

Computation and Language · Computer Science 2026-03-26 He Huang

Training models for Natural Language Processing (NLP) requires substantial computational resources and time, posing significant challenges, especially for NLP development in Bangla, where access to high-end hardware is often limited. In…

Computation and Language · Computer Science 2025-12-02 Md Mehrab Hossain Opi , Sumaiya Khan , Moshammad Farzana Rahman

The Bangla linguistic variety is a fascinating mix of regional dialects that contributes to the cultural diversity of the Bangla-speaking community. Despite extensive study into translating Bangla to English, English to Bangla, and Banglish…

Computation and Language · Computer Science 2025-11-18 Fatema Tuj Johora Faria , Mukaffi Bin Moin , Ahmed Al Wase , Mehidi Ahmmed , Md. Rabius Sani , Tashreef Muhammad

Intelligent Process Automation (IPA) is an emerging technology with a primary goal to assist the knowledge worker by taking care of repetitive, routine and low-cognitive tasks. Conversational agents that can interact with users in a natural…

Computation and Language · Computer Science 2020-05-22 Alena Moiseeva , Dietrich Trautmann , Michael Heimann , Hinrich Schütze

Automation services for complex business processes usually require a high level of information technology literacy. There is a strong demand for a smartly assisted process automation (IPA: intelligent process automation) service that…

Artificial Intelligence · Computer Science 2020-01-09 Nobuhiro Ito , Yuya Suzuki , Akiko Aizawa

Word segmentation plays a pivotal role in improving any Arabic NLP application. Therefore, a lot of research has been spent in improving its accuracy. Off-the-shelf tools, however, are: i) complicated to use and ii) domain/dialect…

Computation and Language · Computer Science 2017-09-05 Hassan Sajjad , Fahim Dalvi , Nadir Durrani , Ahmed Abdelali , Yonatan Belinkov , Stephan Vogel

Handwritten character recognition is a crucial task because of its abundant applications. The recognition task of Bangla handwritten characters is especially challenging because of the cursive nature of Bangla characters and the presence of…

Computer Vision and Pattern Recognition · Computer Science 2024-02-06 Chandrika Saha , Md Mostafijur Rahman

Transformers are the cornerstone of modern large language models, but their quadratic computational complexity limits efficiency in long-sequence processing. Recent advancements in Mamba, a state space model (SSM) with linear complexity,…

Machine Learning · Computer Science 2026-01-08 Yixing Li , Ruobing Xie , Zhen Yang , Xingwu Sun , Shuaipeng Li , Weidong Han , Zhanhui Kang , Yu Cheng , Chengzhong Xu , Di Wang , Jie Jiang

Finding local invariant patterns in handwrit-ten characters and/or digits for optical character recognition is a difficult task. Variations in writing styles from one person to another make this task challenging. We have proposed a…

Computer Vision and Pattern Recognition · Computer Science 2020-04-28 Animesh Singh , Ritesh Sarkhel , Nibaran Das , Mahantapas Kundu , Mita Nasipuri

Existing approaches to zero-shot Named Entity Recognition (NER) for low-resource languages have primarily relied on machine translation, whereas more recent methods have shifted focus to phonemic representation. Building upon this, we…

Computation and Language · Computer Science 2025-03-11 Jimin Sohn , David R. Mortensen

Large language models work well for technical problem solving in English but perform poorly when the same questions are asked in Bangla. A simple solution would be to translate Bangla questions into English first and then use these models.…

Computation and Language · Computer Science 2025-11-06 Kazi Reyazul Hasan , Mubasshira Musarrat , A. B. M. Alim Al Islam , Muhammad Abdullah Adnan

We present ZIPA, a family of efficient speech models that advances the state-of-the-art performance of crosslinguistic phone recognition. We first curated IPAPack++, a large-scale multilingual speech corpus with 17,132 hours of normalized…

Computation and Language · Computer Science 2025-05-30 Jian Zhu , Farhan Samir , Eleanor Chodroff , David R. Mortensen

Recognition of handwritten Bangla compound characters remains a challenging problem due to complex character structures, large intra-class variation, and limited availability of high-quality annotated data. Existing Bangla handwritten…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Md. Sultan Al Rayhan

Bengali, spoken by over 300 million people, is a morphologically rich and lowresource language, posing challenges for automatic speech recognition (ASR). This research presents an end-to-end framework for Bengali ASR, building on a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-16 Md. Nazmus Sakib , Golam Mahmud , Md. Maruf Bangabashi , Umme Ara Mahinur Istia , Md. Jahidul Islam , Partha Sarker , Afra Yeamini Prity

Research on understanding emotions in written language continues to expand, especially for understudied languages with distinctive regional expressions and cultural features, such as Bangla. This study examines emotion analysis using 22,698…

Computation and Language · Computer Science 2025-06-13 Bidyarthi Paul , SM Musfiqur Rahman , Dipta Biswas , Md. Ziaul Hasan , Md. Zahid Hossain

Mamba, a recently proposed linear-time sequence model, has attracted significant attention for its computational efficiency and strong empirical performance. However, a rigorous theoretical understanding of its underlying mechanisms remains…

Machine Learning · Computer Science 2026-02-13 Junsoo Oh , Wei Huang , Taiji Suzuki

The human body communicates through various meaningful gestures, with sign language using hands being a prominent example. Bangla Sign Language Translation (BSLT) aims to bridge communication gaps for the deaf and mute community. Our…

Computation and Language · Computer Science 2024-12-24 Rotan Hawlader Pranto , Shahnewaz Siddique
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