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CoReLoop enables additional refinement in an already-trained SSL-based detector while preserving the detector's original first-pass prediction by training only lightweight refinement modules and loop-specific low-rank adapters on the original data.
Decoupled-Live-ProsodyJudge (D-LPJ), a cost-effective pairwise evaluator distilled from Gemini into Qwen3-Omni, and a novel span-local GRPO strategy that applies normalized advantages strictly to their corresponding rationale spans.
Continuous autoregressive models operate directly on continuous representations and Bottlenecked Representation Alignment and Modality--Time RoPE are introduced to strengthen musical semantic structure in Composer hidden states and temporal alignments across modalities.
