Author

Zhan-Cheng Guo

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#artificial intelligence Review Sep 2026

MUUNRiver-Bench: Diagnosing Relation-Dependent Music Retrieval with Multimodal Instructions

MUUNRiver-Bench is presented, a diagnostic benchmark whose reference-audio queries use natural-language instructions to define relevance, and task-wise rank reversals reveal complementary biases: acoustic encoders favour local identity, whereas text-aligned encoders favour semantic relations.

Zhan-Cheng Guo, Cong-Ren Dai, Shangda Wu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

TUTTI: Toward generalizable audio-to-score transcription via fully synthesized data

This work introduces TUTTI (Transformer for Unified audio-To-score Transcription trained on Synthetic multi-Instrumentation Data), a pre-training paradigm driven by a purely synthetic, large-scale dataset that shows remarkable cross-instrument transferability, effectively adapting to unseen instruments with highly comp...

Jian Hu, Yashan Wang, Shangda Wu et al. · 0 citations