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While music generation models have evolved to handle complex multimodal inputs mixing text, lyrics, and reference audio, evaluation mechanisms have lagged behind. In this paper, we bridge this critical gap by establishing a comprehensive…

An important task for a recommender system to provide interpretable explanations for the user. This is important for the credibility of the system. Current interpretable recommender systems tend to focus on certain features known to be…

信息检索 · 计算机科学 2018-07-19 Sixun Ouyang , Aonghus Lawlor , Felipe Costa , Peter Dolog

E-commerce platforms have a vast catalog of items to cater to their customers' shopping interests. Most of these platforms assist their customers in the shopping process by offering optimized recommendation carousels, designed to help…

信息检索 · 计算机科学 2025-08-18 Shanu Vashishtha , Abhay Kumar , Lalitesh Morishetti , Kaushiki Nag , Kannan Achan

We apply deep learning methods, specifically long short-term memory (LSTM) networks, to music transcription modelling and composition. We build and train LSTM networks using approximately 23,000 music transcriptions expressed with a…

声音 · 计算机科学 2016-05-02 Bob L. Sturm , João Felipe Santos , Oded Ben-Tal , Iryna Korshunova

Reviews contain rich information about product characteristics and user interests and thus are commonly used to boost recommender system performance. Specifically, previous work show that jointly learning to perform review generation…

信息检索 · 计算机科学 2022-09-13 Zhouhang Xie , Julian McAuley , Bodhisattwa Prasad Majumder

We propose a novel study on authorship attribution for Chinese lyrics, a domain where clean, public datasets are sorely lacking. Our contributions are twofold: (1) we create a new, balanced dataset of Chinese lyrics spanning multiple…

计算与语言 · 计算机科学 2025-12-01 Yuxin Li , Lorraine Xu , Meng Fan Wang

Most music widely consumed in Western Countries contains song lyrics, with U.S. samples reporting almost all of their song libraries contain lyrics. In parallel, social science theory suggests that personal values - the abstract goals that…

计算与语言 · 计算机科学 2024-08-26 Andrew M. Demetriou , Jaehun Kim , Sandy Manolios , Cynthia C. S. Liem

The artist similarity quest has become a crucial subject in social and scientific contexts, driven by the desire to enhance music discovery according to user preferences. Modern research solutions facilitate music discovery according to…

信息检索 · 计算机科学 2025-06-27 Andrea Giuseppe Di Francesco , Giuliano Giampietro , Indro Spinelli , Danilo Comminiello

Evaluating generative models remains a fundamental challenge, particularly when the goal is to reflect human preferences. In this paper, we use music generation as a case study to investigate the gap between automatic evaluation metrics and…

音频与语音处理 · 电气工程与系统科学 2025-05-01 Huan Zhang , Jinhua Liang , Huy Phan , Wenwu Wang , Emmanouil Benetos

We introduce a film score generation framework to harmonize visual pixels and music melodies utilizing a latent diffusion model. Our framework processes film clips as input and generates music that aligns with a general theme while offering…

多媒体 · 计算机科学 2024-11-13 F. Qi , L. Ni , C. Xu

Review websites, such as TripAdvisor and Yelp, allow users to post online reviews for various businesses, products and services, and have been recently shown to have a significant influence on consumer shopping behaviour. An online review…

计算与语言 · 计算机科学 2016-05-19 Nabiha Asghar

In addition to traditional tasks such as prediction, classification and translation, deep learning is receiving growing attention as an approach for music generation, as witnessed by recent research groups such as Magenta at Google and CTRL…

声音 · 计算机科学 2018-11-13 Jean-Pierre Briot , François Pachet

In this paper, we consider a novel research problem: music-to-text synaesthesia. Different from the classical music tagging problem that classifies a music recording into pre-defined categories, music-to-text synaesthesia aims to generate…

音频与语音处理 · 电气工程与系统科学 2023-05-09 Zhihuan Kuang , Shi Zong , Jianbing Zhang , Jiajun Chen , Hongfu Liu

A conversational music retrieval system can help users discover music that matches their preferences through dialogue. To achieve this, a conversational music retrieval system should seamlessly engage in multi-turn conversation by 1)…

声音 · 计算机科学 2024-11-13 SeungHeon Doh , Keunwoo Choi , Daeyong Kwon , Taesu Kim , Juhan Nam

A Music Video (MV) is a video aiming at visually illustrating or extending the meaning of its background music. This paper proposes a novel method to automatically generate, from an input music track, a music video made of segments of…

多媒体 · 计算机科学 2019-05-30 Sarah Gross , Xingxing Wei , Jun Zhu

The public availability of collections containing user preferences is of vital importance for performing offline evaluations in the field of recommender systems. However, the number of rating datasets is limited because of the costs…

信息检索 · 计算机科学 2019-09-04 Diego Monti , Giuseppe Rizzo , Maurizio Morisio

When directly using existing text generation datasets for controllable generation, we are facing the problem of not having the domain knowledge and thus the aspects that could be controlled are limited. A typical example is when using…

计算与语言 · 计算机科学 2022-07-06 Chenhui Shen , Liying Cheng , Ran Zhou , Lidong Bing , Yang You , Luo Si

Pattern discovery algorithms in the music domain aim to find meaningful components in musical compositions. Over the years, although many algorithms have been developed for pattern discovery in music data, it remains a challenging task. To…

声音 · 计算机科学 2020-10-26 Iris Ren , Anja Volk , Wouter Swierstra , Remco C. Veltkamp

Singing voice synthesis (SVS) has advanced significantly, enabling models to generate vocals with accurate pitch and consistent style. As these capabilities improve, the need for reliable evaluation and optimization becomes increasingly…

声音 · 计算机科学 2025-12-03 Xueyan Li , Yuxin Wang , Mengjie Jiang , Qingzi Zhu , Jiang Zhang , Zoey Kim , Yazhe Niu

Accurately predicting music popularity is a critical challenge in the music industry, offering benefits to artists, producers, and streaming platforms. Prior research has largely focused on audio features, social metadata, or model…

声音 · 计算机科学 2025-12-08 Yash Choudhary , Preeti Rao , Pushpak Bhattacharyya