A representation technique that allows encoding music in a way that contains musical meaning would improve the results of any model trained for computer music tasks like generation of melodies and harmonies of better quality. The field of natural language processing has done a lot of work in finding a way to capture the semantic meaning of words and sentences, and word embeddings have successfully shown the capabilities for such a task. In this paper, we experiment with embeddings to represent musical notes from 3 different variations of a dataset and analyze if the model can capture useful musical patterns. To do this, the resulting embeddings are visualized in projections using the t-SNE technique.
Emotion4MIDI: a Lyrics-based Emotion-Labeled Symbolic Music Dataset
Institute for Systems and Computer Engineering, Technology and Science (INESC TEC)（系统与计算机工程、技术与科学研究所（INESC TEC））；Faculty of Engineering, University of Porto（波尔图大学工程学院）；ISEP, Polytechnic of Porto, School of Engineering（波尔图理工学院工程学院（ISEP））
Unifying Symbolic Music Arrangement: Track-Aware Reconstruction and Structured Tokenization
Sound and Music Computing Lab, School of Computing, NUS（新加坡国立大学计算机学院声音与音乐计算实验室）；Courant Institute of Mathematical Sciences, New York University（纽约大学应用数学科学学院）；Music X Lab, MBZUAI（MBZUAI音乐X实验室）
Microsoft Research Asia（微软亚洲研究院）；Dalian University of Technology（大连理工大学）；Zhejiang University（浙江大学）；Shanghai Jiao Tong University（上海交通大学）；Nanjing University（南京大学）
ComposerX: Multi-Agent Symbolic Music Composition with LLMs
University of Rochester（罗切斯特大学）；University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）；Hong Kong University of Science and Technology（香港科技大学）；University of Surrey（萨里大学）；The University of Manchester（曼彻斯特大学）；Queen Mary University of London（伦敦玛丽女王大学）；Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学）
Can LLMs "Reason" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation
The Hong Kong University of Science and Technology（香港科技大学）；Multimodal Art Projection（多模态艺术投影）；Shenzhen University（深圳大学）；Queen Mary University of London（伦敦玛丽女王大学）
