Title |
A Parallel Corpus of Music and Lyrics Annotated with Emotions |
Authors |
Carlo Strapparava, Rada Mihalcea and Alberto Battocchi |
Abstract |
In this paper, we introduce a novel parallel corpus of music and lyrics, annotated with emotions at line level. We first describe the corpus, consisting of 100 popular songs, each of them including a music component, provided in the MIDI format, as well as a lyrics component, made available as raw text. We then describe our work on enhancing this corpus with emotion annotations using crowdsourcing. We also present some initial experiments on emotion classification using the music and the lyrics representations of the songs, which lead to encouraging results, thus demonstrating the promise of using joint music-lyric models for song processing. |
Topics |
Corpus (creation, annotation, etc.), Emotion Recognition/Generation, Multimedia Document Processing |
Full paper |
A Parallel Corpus of Music and Lyrics Annotated with Emotions |
Bibtex |
@InProceedings{STRAPPARAVA12.730,
author = {Carlo Strapparava and Rada Mihalcea and Alberto Battocchi}, title = {A Parallel Corpus of Music and Lyrics Annotated with Emotions}, booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)}, year = {2012}, month = {may}, date = {23-25}, address = {Istanbul, Turkey}, editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Uğur Doğan and Bente Maegaard and Joseph Mariani and Asuncion Moreno and Jan Odijk and Stelios Piperidis}, publisher = {European Language Resources Association (ELRA)}, isbn = {978-2-9517408-7-7}, language = {english} } |