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Joint sentiment analysis of lyrics and audio in music
May 6, 2024, 4:43 a.m. | Lea Schaab, Anna Kruspe
cs.LG updates on arXiv.org arxiv.org
Abstract: Sentiment or mood can express themselves on various levels in music. In automatic analysis, the actual audio data is usually analyzed, but the lyrics can also play a crucial role in the perception of moods. We first evaluate various models for sentiment analysis based on lyrics and audio separately. The corresponding approaches already show satisfactory results, but they also exhibit weaknesses, the causes of which we examine in more detail. Furthermore, different approaches to combining …
abstract analysis arxiv audio cs.ai cs.cl cs.lg cs.sd data eess.as express lyrics mood music perception role sentiment sentiment analysis type
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