2 papers
cs.SD2026
Which Constraints Are Missing? Ask the Verifier: Graded Rewards for Constraint-Following Music Generation
Haoyue Liu, Ye Chen, Zhichao Wang +3
Constraint-following music generation asks a score to satisfy several user-specified properties at once, each checkable programmatically (key, meter, length, range, final note, rhy…
cs.CL2026
Adaptive Prompt Structure Factorization: A Framework for Self-Discovering and Optimizing Compositional Prompt Programs
Haoyue Liu, Zhichao Wang, Yongxin Guo +2
Automated prompt optimization is crucial for eliciting reliable reasoning from large language models (LLMs), yet most API-only prompt optimizers iteratively edit monolithic prompts…