FBK提出的长篇语音大模型在IWSLT 2026指令跟随任务上的探索，展示如何用LLM处理长语音输入。
arXiv:2606.26819v1 Announce Type: new Abstract: This paper describes our submission to the IWSLT 2026 Instruction Following shared task. SpeechLLMs ar…
探讨翻译增强预训练对语音大模型的实际影响，为语音AI研究提供实证依据。
arXiv:2606.25444v1 Announce Type: cross Abstract: Connecting a pre-trained speech encoder to a Large Language Model (LLM) is the standard architecture…
最新研究量化了语音LLM中的交叉偏见，揭示声音特征与种族、性别等多重因素的交互影响，为AI公平性提供关键评估方法。
arXiv:2603.16941v2 Announce Type: replace-cross Abstract: Speech Large Language Models (SpeechLLMs) process spoken input directly, retaining cues such…
探讨文本作为信息瓶颈在语音大模型中的核心作用，为连续声学信号集成提供新思路
arXiv:2606.09366v1 Announce Type: new Abstract: Large language models (LLMs) provide a powerful reasoning backbone for speech understanding, but integ…
微调语音大模型，实现多粒度第二语言评估与自然语言理由生成，教育AI新突破。
arXiv:2606.09470v1 Announce Type: new Abstract: Automated L2 speech assessment can assign proficiency labels, but often lacks interpretability. We pro…
语音大模型推理中实体绑定出错了怎么办？这篇论文系统诊断问题并提出思维链干预方案。
arXiv:2606.04474v1 Announce Type: new Abstract: Speech Large Language Models (SLLMs) underperform their text counterparts on complex reasoning. We rev…
无需训练的纯解码器注意力新策略，让语音大模型长文本同声翻译更高效稳定。
arXiv:2605.31432v1 Announce Type: cross Abstract: Simultaneous speech-to-text translation (SimulST) generates translations while speech is still unfol…