Siyin Wang
1 indexed paper
Recent (6 mo)
1With code
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126
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Audio and Speech Processing×1
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Research Timeline
2026
SALMONN-2: Advancing General-Purpose Hearing Abilities with Self-Supervised Representations
The paper proposes SALMONN-2, an ALLM built on a unified SSL encoder, and presents a multi-layer feature fusion adapter to better exploit hierarchical SSL encoder representations. It also explores multimodal in-context learning in ALLMs and shows that a general-purpose SSL encoder achieves comparable performance to specialized audio encoders.
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Papers
eess.ASEmpiricalRecentJul 19, 2026
SALMONN-2: Advancing General-Purpose Hearing Abilities with Self-Supervised Representations
Xiaoyu Yang, Xuenan Xu, Wenyi Yu, Siyin Wang +9 more
The paper proposes SALMONN-2, an ALLM built on a unified SSL encoder, and presents a multi-layer feature fusion adapter to better exploit hierarchical SSL encoder representations. It also explores mul…
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