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When Counterpoint Meets Chinese Folk Melodies
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use FolkDuet (RL with style and interaction rewards) instead of MLE baseline | countermelody generator · Chinese folk melodies test set | PCH (earth mover distance): 0.017 -> 0.008 | Helped |
| use FolkDuet instead of MLE baseline | countermelody generator · Chinese folk melodies test set | NLH (earth mover distance): 0.036 -> 0.014 | Helped |
| use FolkDuet instead of MLE baseline | countermelody generator · Chinese folk melodies test set | pitch interval PI (dataset 2.73): 3.02 -> 2.44 | Helped |
| use FolkDuet instead of MLE baseline | countermelody generator · Chinese folk melodies test set | inter-onset interval IOI (dataset 2.36): 2.87 -> 2.16 | Helped |
| use FolkDuet instead of MLE baseline | countermelody generator · Chinese folk melodies test set | pitch count per bar (dataset 3.90): 4.21 -> 3.96 | Helped |
| use FolkDuet instead of MLE baseline | countermelody generator · Chinese folk melodies test set | key consistency: 0.78 -> 0.85 | Helped |
| use FolkDuet instead of MLE baseline | countermelody generator · Chinese folk melodies test set | interaction reward: -0.30 -> 0.13 | Helped |
| use RL-Duet (Bach-style RL, no style reward) instead of MLE | countermelody generator · Chinese folk melodies test set | pitch interval PI (dataset 2.73): 3.02 -> 4.02 | Hurt |
| use RL-Duet instead of MLE | countermelody generator · Chinese folk melodies test set | key consistency: 0.78 -> 0.71 | Hurt |
| use RL-Duet instead of MLE | countermelody generator · Chinese folk melodies test set | NLH (earth mover distance): 0.036 -> 0.055 | Hurt |
| use FolkDuet instead of MLE baseline | countermelody generator · Listening test, 160 participants | listening test harmonic, melodic appealingness and folk style (0-4 scale) | Helped |
| evaluate on participants with musical training vs without | MLE baseline · Listening test, 160 participants | listening test scores | Mixed |
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