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In recent years, thanks to advances in automatic music transcription (AMT), several large-scale datasets of automatically transcribed piano solo music have been released. While these datasets undoubtedly offer extensive material for…

声音 · 计算机科学 2026-05-26 Patricia Hu , Silvan Peter , Gerhard Widmer

The emotional content of song lyrics plays a pivotal role in shaping listener experiences and influencing musical preferences. This paper investigates the task of multi-label emotional attribution of song lyrics by predicting six emotional…

计算与语言 · 计算机科学 2025-09-09 Shay Dahary , Avi Edana , Alexander Apartsin , Yehudit Aperstein

Background music affects lyrics intelligibility of singing vocals in a music piece. Automatic lyrics alignment and transcription in polyphonic music are challenging tasks because the singing vocals are corrupted by the background music. In…

音频与语音处理 · 电气工程与系统科学 2019-10-23 Chitralekha Gupta , Emre Yılmaz , Haizhou Li

Automatic Music Transcription (AMT) is a vital technology in the field of music information processing. Despite recent enhancements in performance due to machine learning techniques, current methods typically attain high accuracy in domains…

声音 · 计算机科学 2024-07-04 Gakusei Sato , Taketo Akama

Despite the recent increase in research on artificial intelligence for music, prominent correlations between key components of lyrics and rhythm such as keywords, stressed syllables, and strong beats are not frequently studied. This is…

声音 · 计算机科学 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

Automatic audio captioning is essential for audio understanding, enabling applications such as accessibility and content indexing. However, evaluating the quality of audio captions remains a major challenge, especially in reference-free…

声音 · 计算机科学 2025-12-12 Tianyu Guo , Hongyu Chen , Hao Liang , Meiyi Qiang , Bohan Zeng , Linzhuang Sun , Bin Cui , Wentao Zhang

Audio-language models (ALMs) are increasingly used in real-world applications that require understanding music, from music tutoring and transcription to captioning, recommendation systems, and music production. More broadly, they are…

Diffusion and flow-matching models have revolutionized automatic text-to-audio generation in recent times. These models are increasingly capable of generating high quality and faithful audio outputs capturing to speech and acoustic events.…

Automatic evaluation metrics are crucial for advancing sign language translation (SLT). Current SLT evaluation metrics, such as BLEU and ROUGE, are only text-based, and it remains unclear to what extent text-based metrics can reliably…

Audio-to-score alignment (A2SA) is a multimodal task consisting in the alignment of audio signals to music scores. Recent literature confirms the benefits of Automatic Music Transcription (AMT) for A2SA at the frame-level. In this work, we…

声音 · 计算机科学 2022-01-03 Federico Simonetta , Stavros Ntalampiras , Federico Avanzini

Emotion recognition from a given music track has heavily relied on acoustic features, social tags, and metadata but is seldom focused on lyrics. There are no datasets of Indian language songs that contain both valence and arousal manual…

计算与语言 · 计算机科学 2023-03-17 R Guru Ravi Shanker , B Manikanta Gupta , BV Koushik , Vinoo Alluri

Automated audio captioning (AAC) aims to generate informative descriptions for various sounds from nature and/or human activities. In recent years, AAC has quickly attracted research interest, with state-of-the-art systems now relying on a…

There has recently been a sharp increase in interest in Artificial Intelligence-Generated Content (AIGC). Despite this, musical components such as time signatures have not been studied sufficiently to form an algorithmic determination…

机器学习 · 计算机科学 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

Task-oriented conversational datasets often lack topic variability and linguistic diversity. However, with the advent of Large Language Models (LLMs) pretrained on extensive, multilingual and diverse text data, these limitations seem…

Deaf and hard of hearing individuals regularly rely on captioning while watching live TV. Live TV captioning is evaluated by regulatory agencies using various caption evaluation metrics. However, caption evaluation metrics are often not…

计算与语言 · 计算机科学 2022-06-27 Akhter Al Amin , Saad Hassan , Cecilia O. Alm , Matt Huenerfauth

As large language models continue to develop, the feasibility and significance of text-based symbolic music tasks have become increasingly prominent. While symbolic music has been widely used in generation tasks, LLM capabilities in…

声音 · 计算机科学 2025-09-30 Jiahao Zhao , Yunjia Li , Wei Li , Kazuyoshi Yoshii

Factuality evaluation of large language model (LLM) outputs requires decomposing text into discrete "atomic" facts. However, existing definitions of atomicity are underspecified, with empirical results showing high disagreement among…

人机交互 · 计算机科学 2025-09-03 Manuel Schmidt , Daniel A. Keim , Frederik L. Dennig

Accurate detection of disfluencies in spoken language is crucial for enhancing the performance of automatic speech and language processing systems, as well as fostering the development of more inclusive speech and language technologies.…

声音 · 计算机科学 2025-06-24 Duygu Altinok

Time-aligned lyrics can enrich the music listening experience by enabling karaoke, text-based song retrieval and intra-song navigation, and other applications. Compared to text-to-speech alignment, lyrics alignment remains highly…

声音 · 计算机科学 2019-02-20 Daniel Stoller , Simon Durand , Sebastian Ewert

Evaluating Text Style Transfer (TST) is a complex task due to its multifaceted nature. The quality of the generated text is measured based on challenging factors, such as style transfer accuracy, content preservation, and overall fluency.…

计算与语言 · 计算机科学 2023-09-26 Phil Ostheimer , Mayank Nagda , Marius Kloft , Sophie Fellenz