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Extraction of predominant pitch from polyphonic audio is one of the fundamental tasks in the field of music information retrieval and computational musicology. To accomplish this task using machine learning, a large amount of labeled audio…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-13 Kavya Ranjan Saxena , Vipul Arora

Multimodal Large Language Models (MLLMs) have demonstrated capabilities in audio understanding, but current evaluations may obscure fundamental weaknesses in relational reasoning. We introduce the Music Understanding and Structural…

Artificial Intelligence · Computer Science 2025-10-23 Brandon James Carone , Iran R. Roman , Pablo Ripollés

As an endangered language, Manchu presents unique challenges for speech synthesis, including severe data scarcity and strong phonological agglutination. This paper proposes ManchuTTS(Manchu Text to Speech), a novel approach tailored to…

Computation and Language · Computer Science 2025-12-30 Suhua Wang , Zifan Wang , Xiaoxin Sun , D. J. Wang , Zhanbo Liu , Xin Li

Sentiment analysis plays a crucial role in understanding the sentiment expressed in text data. While sentiment analysis research has been extensively conducted in English and other Western languages, there exists a significant gap in…

Computation and Language · Computer Science 2023-10-03 Aabha Pingle , Aditya Vyawahare , Isha Joshi , Rahul Tangsali , Geetanjali Kale , Raviraj Joshi

Transformer based language models have led to impressive results across all domains in Natural Language Processing. Pretraining these models on language modeling tasks and finetuning them on downstream tasks such as Text Classification,…

Computation and Language · Computer Science 2021-12-06 Shaily Desai , Atharva Kshirsagar , Manisha Marathe

This study focuses on Intelligent Fault Diagnosis (IFD) in rotating machinery utilizing a single microphone and a data-driven methodology, effectively diagnosing 42 classes of fault types and severities. The research leverages sound data…

Machine Learning · Computer Science 2024-11-26 Tito Spadini , Kenji Nose-Filho , Ricardo Suyama

Text-to-Speech (TTS) system is a system where speech is synthesized from a given text following any particular approach. Concatenative synthesis, Hidden Markov Model (HMM) based synthesis, Deep Learning (DL) based synthesis with multiple…

Sound · Computer Science 2021-08-03 Prithwiraj Bhattacharjee , Rajan Saha Raju , Arif Ahmad , M. Shahidur Rahman

Automatically generating symbolic music-music scores tailored to specific human needs-can be highly beneficial for musicians and enthusiasts. Recent studies have shown promising results using extensive datasets and advanced transformer…

Sound · Computer Science 2024-07-08 Yangyang Shu , Haiming Xu , Ziqin Zhou , Anton van den Hengel , Lingqiao Liu

The widespread availability of code-mixed data can provide valuable insights into low-resource languages like Bengali, which have limited datasets. Sentiment analysis has been a fundamental text classification task across several languages…

Computation and Language · Computer Science 2024-12-11 Sadia Alam , Md Farhan Ishmam , Navid Hasin Alvee , Md Shahnewaz Siddique , Md Azam Hossain , Abu Raihan Mostofa Kamal

Often, I hear a piece of music and wonder what the name of the piece is. Indeed, there are applications such as Shazam app that provides music matching. However, the limitations of those apps are that the same piece performed by the same…

Sound · Computer Science 2022-07-01 Anthony Lee

We present MahaSTS, a human-annotated Sentence Textual Similarity (STS) dataset for Marathi, along with MahaSBERT-STS-v2, a fine-tuned Sentence-BERT model optimized for regression-based similarity scoring. The MahaSTS dataset consists of…

Computation and Language · Computer Science 2025-09-01 Aishwarya Mirashi , Ananya Joshi , Raviraj Joshi

Recent advancements in song generation have shown promising results in generating songs from lyrics and/or global text prompts. However, most existing systems lack the ability to model the temporally varying attributes of songs, limiting…

Sound · Computer Science 2026-05-29 Pengfei Cai , Joanna Wang , Haorui Zheng , Xu Li , Zihao Ji , Teng Ma , Zhongliang Liu , Chen Zhang , Pengfei Wan

Style transfer is the task of rewriting a sentence into a target style while approximately preserving content. While most prior literature assumes access to a large style-labelled corpus, recent work (Riley et al. 2021) has attempted…

Computation and Language · Computer Science 2022-03-15 Kalpesh Krishna , Deepak Nathani , Xavier Garcia , Bidisha Samanta , Partha Talukdar

Traditional instrument learning is time-consuming. It begins with learning music notation and necessitates layers of sophistication and abstraction. Haptic interfaces open another door to the music world for the vast majority of beginners…

Human-Computer Interaction · Computer Science 2018-10-19 Gus Xia , Carter Jacobsen , Qianwen Chen , Xingdong Yang , Roger Dannenberg

Prosody is essential for speech technology, shaping comprehension, naturalness, and expressiveness. However, current text-to-speech (TTS) systems still struggle to accurately capture human-like prosodic variation, in part because existing…

Audio and Speech Processing · Electrical Eng. & Systems 2025-11-05 Cedric Chan , Jianjing Kuang

Recent advances in text-to-audio generation enable models to translate natural-language descriptions into diverse musical output. However, the robustness of these systems under semantically equivalent prompt variations remains largely…

Sound · Computer Science 2026-05-06 Jiahui Wu

Evaluating Large Language Models (LLMs) in low-resource and linguistically diverse languages remains a significant challenge in NLP, particularly for languages using non-Latin scripts like those spoken in India. Existing benchmarks…

Computation and Language · Computer Science 2025-02-05 Sshubam Verma , Mohammed Safi Ur Rahman Khan , Vishwajeet Kumar , Rudra Murthy , Jaydeep Sen

Sentiment analysis plays a crucial role in understanding developer interactions, issue resolutions, and project dynamics within software engineering (SE). While traditional SE-specific sentiment analysis tools have made significant strides,…

Software Engineering · Computer Science 2025-05-22 KM Khalid Saifullah , Faiaz Azmain , Habiba Hye

The science of versification and analysis of verse in Sanskrit is governed by rules of metre or chandas. Such metre-wise classification of verses has numerous uses for scholars and researchers alike, such as in the study of poets and their…

Other Computer Science · Computer Science 2014-09-16 N. Rama , Meenakshi Lakshmanan

Deepfake audio detection is challenging for low-resource languages like Bengali due to limited datasets and subtle acoustic features. To address this, we introduce BangalFake, a Bengali Deepfake Audio Dataset with 12,260 real and 13,260…

Sound · Computer Science 2025-05-19 Istiaq Ahmed Fahad , Kamruzzaman Asif , Sifat Sikder