多语言环境下视觉语言模型的概念绑定稳定性大考，揭示跨语言推理的隐藏缺陷。
arXiv:2608.12333v1 Announce Type: cross Abstract: Vision-language models must associate visual entities with textual attributes. Whether these associa…
大规模研究揭示LLM在多语言MCQA任务中如何从推理过程量化不确定性，跨语言表现的关键发现值得关注。
arXiv:2607.06327v1 Announce Type: cross Abstract: Uncertainty estimation (UE) enables LLM-powered systems to recognize when to abstain, yet existing r…
软令牌对齐解决跨语言推理错位难题，多语言模型表现更稳更聪明。
arXiv:2606.26466v1 Announce Type: new Abstract: Multilingual large language models often produce inconsistent reasoning and answers for semantically e…
arXiv最新论文提出跨语言推测解码方法，无需目标语言训练数据即可加速多语言大模型推理
arXiv:2605.30580v1 Announce Type: cross Abstract: Speculative decoding has become a crucial component of large language model (LLM) inference, enablin…