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cs.SD2026
Reward-Tilted On-Policy Distillation for Acoustic Grounding in Audio-Language Models
Kaiyang Li, Shaobo Han, Yue Tian +1
Audio-language models (ALMs) can exploit textual shortcuts to answer questions while overlooking acoustic evidence, weakening audio understanding. On-policy distillation (OPD) trai…
cs.SD2026
Mizar: A 159M-Parameter Audio-Language Model for Audio Understanding
Kaiyang Li, Shaobo Han, Yue Tian +1
Audio-language models (ALMs) integrate acoustic perception with the knowledge encoded in language models, enabling contextual understanding of auditory events. Making these capabil…