微软的 Phi-4 multimodal 也开始尝试商用上线 Azure，3.8B 参数，接受文本、音频和图像输入。开源社区的反馈更加直接——Reddit 上的开发者实测后认为 Qwen 3.5 的 4B 版本是「甜点级」模型：跨任务稳定、无崩溃、远快于 9B 版本。
Many recent papers labeled as “reconstruction” are effectively performing n-way decoding: they decode a category and then use a generative model to produce a visually plausible sample inside the predicted class. This can look convincing, but remains a restricted classification problem. Similar n-way decoding setups have long been standard in the MVPA literature and can achieve quite high performance when the candidate set is limited.
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It also says only authorised employees can look at direct messages and only in certain situations, such as in response to a valid law enforcement request or a user report about harmful behaviour.