2 papers
cs.SD2026
Aligning Language Models for Lyric-to-Melody Generation with Rule-Based Musical Constraints
Hao Meng, Siyuan Zheng, Shuran Zhou +2
Large Language Models (LLMs) show promise in lyric-to-melody generation, but models trained with Supervised Fine-Tuning (SFT) often produce musically implausible melodies with issu…
cs.AI2026
When More Thinking Hurts: Overthinking in LLM Test-Time Compute Scaling
Shu Zhou, Rui Ling, Junan Chen +3
Scaling test-time compute through extended chains of thought has become a dominant paradigm for improving large language model reasoning. However, existing research implicitly assu…