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Voice activity detection (VAD) is a critical component in various applications such as speech recognition, speech enhancement, and hands-free communication systems. With the increasing demand for personalized and context-aware technologies,…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-17 Satyam Kumar , Sai Srujana Buddi , Utkarsh Oggy Sarawgi , Vineet Garg , Shivesh Ranjan , Ognjen , Rudovic , Ahmed Hussen Abdelaziz , Saurabh Adya

This study demonstrates how hybrid neural-symbolic methods can yield significant new insights into the evolution of a morphologically rich, low-resource language. We challenge the naive assumption that linguistic change is simplification by…

Computation and Language · Computer Science 2025-12-08 Ananth Hariharan , David Mortensen

In this work, we present our deployment-ready Speech-to-Speech Machine Translation (SSMT) system for English-Hindi, English-Marathi, and Hindi-Marathi language pairs. We develop the SSMT system by cascading Automatic Speech Recognition…

Computation and Language · Computer Science 2023-05-23 Shivam Mhaskar , Vineet Bhat , Akshay Batheja , Sourabh Deoghare , Paramveer Choudhary , Pushpak Bhattacharyya

Speaker recognition, recognizing speaker identities based on voice alone, enables important downstream applications, such as personalization and authentication. Learning speaker representations, in the context of supervised learning,…

Machine Learning · Computer Science 2022-07-13 Metehan Cekic , Ruirui Li , Zeya Chen , Yuguang Yang , Andreas Stolcke , Upamanyu Madhow

Code-mixing, the blending of linguistic elements from distinct languages to form meaningful sentences, is common in multilingual settings, yielding hybrid languages like Hinglish and Minglish. Marathi, India's third most spoken language,…

Effective pronunciation feedback is critical in second language (L2) learning, for which computer-assisted pronunciation training (CAPT) systems often encompass two key tasks: automatic pronunciation assessment (APA) and mispronunciation…

Computation and Language · Computer Science 2025-07-28 Tzu-Hsuan Yang , Yue-Yang He , Berlin Chen

A word having multiple senses in a text introduces the lexical semantic task to find out which particular sense is appropriate for the given context. One such task is Word sense disambiguation which refers to the identification of the most…

Computation and Language · Computer Science 2019-01-24 Mohd Zeeshan Ansari , Lubna Khan

This work focuses on two subtasks related to hate speech detection and target identification in Devanagari-scripted languages, specifically Hindi, Marathi, Nepali, Bhojpuri, and Sanskrit. Subtask B involves detecting hate speech in online…

Computation and Language · Computer Science 2024-12-31 Siddhant Gupta , Siddh Singhal , Azmine Toushik Wasi

Automatic Speech Recognition (ASR) is increasingly used to document clinical encounters, yet its reliability in multilingual and demographically diverse Indian healthcare contexts remains largely unknown. In this study, we conduct the first…

Text Augmentation is an important task for low-resource languages. It helps deal with the problem of data scarcity. A data augmentation strategy is used to deal with the problem of data scarcity. Through the years, much work has been done…

Computation and Language · Computer Science 2024-01-25 Onkar Litake , Niraj Yagnik , Shreyas Labhsetwar

This paper describes neural network based approaches to the process of the formation and splitting of word-compounding, respectively known as the Sandhi and Vichchhed, in Sanskrit language. Sandhi is an important idea essential to…

Computation and Language · Computer Science 2024-09-05 Sushant Dave , Arun Kumar Singh , Prathosh A. P. , Brejesh Lall

The widespread adoption of Large Language Models (LLMs) and awareness around multilingual LLMs have raised concerns regarding the potential risks and repercussions linked to the misapplication of AI-generated text, necessitating increased…

Computation and Language · Computer Science 2024-10-08 Ishan Kavathekar , Anku Rani , Ashmit Chamoli , Ponnurangam Kumaraguru , Amit Sheth , Amitava Das

The complexity and difficulties of Kurdish speaker detection among its several dialects are investigated in this work. Because of its great phonetic and lexical differences, Kurdish with several dialects including Kurmanji, Sorani, and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-07 Abdulhady Abas Abdullah , Soran Badawi , Dana A. Abdullah , Dana Rasul Hamad

Training a conventional automatic speech recognition (ASR) system to support multiple languages is challenging because the sub-word unit, lexicon and word inventories are typically language specific. In contrast, sequence-to-sequence models…

Audio and Speech Processing · Electrical Eng. & Systems 2018-02-16 Shubham Toshniwal , Tara N. Sainath , Ron J. Weiss , Bo Li , Pedro Moreno , Eugene Weinstein , Kanishka Rao

We propose data and knowledge-driven approaches for multilingual training of the automated speech recognition (ASR) system for a target language by pooling speech data from multiple source languages. Exploiting the acoustic similarities…

Audio and Speech Processing · Electrical Eng. & Systems 2022-01-25 A. Madhavaraj , Ramakrishnan Angarai Ganesan

There is an abundance of digitised texts available in Sanskrit. However, the word segmentation task in such texts are challenging due to the issue of 'Sandhi'. In Sandhi, words in a sentence often fuse together to form a single chunk of…

Computation and Language · Computer Science 2018-02-20 Vikas Reddy , Amrith Krishna , Vishnu Dutt Sharma , Prateek Gupta , Vineeth M R , Pawan Goyal

Despite having hundreds of millions of speakers, handwritten Devanagari text remains severely underrepresented in publicly available benchmark datasets. Existing resources are limited in scale, focus primarily on isolated characters or…

Computer Vision and Pattern Recognition · Computer Science 2026-02-23 Kunwar Arpit Singh , Ankush Prakash , Haroon R Lone

While massively multilingual speech models like wav2vec 2.0 XLSR-128 can be directly fine-tuned for automatic speech recognition (ASR), downstream performance can still be relatively poor on languages that are under-represented in the…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-06 Nay San , Georgios Paraskevopoulos , Aryaman Arora , Xiluo He , Prabhjot Kaur , Oliver Adams , Dan Jurafsky

This paper delves into the text processing aspects of Language Computing, which enables computers to understand, interpret, and generate human language. Focusing on tasks such as speech recognition, machine translation, sentiment analysis,…

Computation and Language · Computer Science 2024-08-13 Kengatharaiyer Sarveswaran

India's linguistic landscape is one of the most diverse in the world, comprising over 120 major languages and approximately 1,600 additional languages, with 22 officially recognized as scheduled languages in the Indian Constitution. Despite…