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cs.CL2026
Spoken Language Models that Think Aloud
Junyi Ao, Kainan Peng, Mingbo Ma +10
While Chain-of-Thought (CoT) reasoning has improved the capability of language models, directly applying it to Spoken Language Models (SLMs) may introduce long silent intervals und…
eess.AS2026
Listening Forward: Next Patch Embedding Prediction Enables Scalable Audio Learners
Umberto Cappellazzo, Xubo Liu, Stavros Petridis +1
Self-supervised learning (SSL) has driven substantial progress in audio representation learning, though existing methods have increasingly relied on elaborate pre-training recipes…
eess.AS2026
PolyBench: A Benchmark for Compositional Reasoning in Polyphonic Audio
Yuanjian Chen, Yang Xiao, Han Yin +3
Large Audio Language Models (LALMs) are increasingly capable of reasoning over audio, yet existing benchmarks offer limited coverage of reasoning in polyphonic audio, where multipl…