2 papers
cs.SD2026
SkillFormer: Skill-Decomposed Adaptation for Audio Language Models
Lee Seung-woo, Bowen Qi, Kim Min-jun +1
Audio language models must handle dozens of distinct skills, from pitch comparison and speaker counting to musical tempo estimation and emotion recognition. Joint training on all s…
cs.SD2026
AdaLoop: Adaptive-Depth Latent Reasoning for Audio Language Models
Lee Seung-woo, Bowen Qi
Large audio language models answer questions about speech, sound, and music, yet their accuracy drops sharply on tasks that need fine-grained acoustic analysis. Judging which of tw…