Author

Ichiro Fujinaga

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Preprint Aug 2026

Note-Level Temporal Grounding of Musical Concepts in Large Audio-Language Models

Large audio-language models (LALMs) demonstrate growing music-understanding capabilities, but whether their responses are grounded in acoustic evidence remains unclear. Musical language often involves abstract concepts whose acoustic evidence is difficult to define and evaluate precisely. We introduce MusicGroundingBen...

Kun Fang, Ziyu Wang, Ichiro Fujinaga · 0 citations

Preprint Aug 2026

What Are You Listening to? Temporal Music Grounding for Audio-to-Text Large Language Models

Large audio-language models can produce fluent and musically plausible responses, yet it often remains unclear whether those responses are grounded in the audio input. We introduce temporal music grounding, a task in which a model returns one or more time spans corresponding to a queried musical note, event, or pattern...

Kun Fang, Ziyu Wang, Ichiro Fujinaga · 0 citations