Research Resources
Pre-trained word embeddings- MischBundle - lowercased, 60B tokens, 1.7M vocab, 300d vectors. MischBundle.zip
- MoodyCorpus2 - lowercased, 24B tokens, 71,590 vocab, 300d vectors. MoodyCorpus2.zip
- ItemReviews - lowercased, 2.5B tokens, 82,682 vocab, 300d vectors. ItemReviews.zip
- NewsBundle - lowercased, 1.3B tokens, 171,000 vocab, 300d vectors. NewsBundle.zip
- TweetsBundle - lowercased, 500M tokens, 96,055 vocab, 300d vectors. TweetsBundle.zip
Çano, Erion; Morisio, Maurizio. Word Embeddings for Sentiment Analysis: A Comprehensive Empirical Survey
MoodyLyrics4Q: A music emotion dataset of song lyrics Download
Contains 2000 songs labeled with one of the 4 categories of Russell's model based on Last.fm tags.
If using it, please cite the following article:
Çano, Erion; Morisio, Maurizio. Music Mood Dataset Creation Based on Last.fm Tags.
In: Fourth International Conference on Artificial Intelligence and Applications,
AIAP 2017, Vienna Austria, 27-28 May 2017, pp. 15-26, DOI:10.5121/csit.2017.70603
MoodyLyricsPN: A music emotion dataset of song lyrics Download
Contains 5000 songs labeled as positive or negative based on Last.fm tags.
If using it, please cite the following article:
Çano, Erion; Morisio, Maurizio. Music Mood Dataset Creation Based on Last.fm Tags.
In: Fourth International Conference on Artificial Intelligence and Applications,
AIAP 2017, Vienna Austria, 27-28 May 2017, pp. 15-26, DOI:10.5121/csit.2017.70603
MoodyCorpus: A text set of 90 million tokens from English song lyrics Download
If using it, please cite the following article:
Çano Erion; Morisio Maurizio. Quality of Word Embeddings on Sentiment Analysis Tasks,
In: Proceedings of 22nd International Conference on Natural Language & Information Systems,
Springer, NLDB 2017, Liege Belgium, June 2017, pp. 332-338, DOI: 10.1007/978-3-319-59569-6_42
MoodyLyrics: A music emotion dataset of song lyrics Download
Contains 2595 songs annotated in 4 quadrants of Russell's model based on text.
If using it, please cite the following article:
Çano, Erion; Morisio, Maurizio. MoodyLyrics: A Sentiment Annotated Lyrics Dataset, In:
Proceedings of International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence,
ACM, ISMSI 2017, Hong Kong, March 2017, pp. 118-124, DOI: 10.1145/3059336.3059340.