Стало известно о неспособности Пентагона расследовать удар по иранской школе08:35
Summary: Can advanced language systems enhance their programming capabilities solely through their initial outputs, bypassing validation mechanisms, instructor models, or reward-based training? We demonstrate this possibility through straightforward self-instruction (SSI): generate multiple solutions using specific sampling parameters, then refine the model using conventional supervised training on these examples. SSI elevates Qwen3-30B-Instruct from 42.4% to 55.3% first-attempt success on LiveCodeBench v6, with notable improvements on complex tasks, and proves effective across Qwen and Llama architectures at 4B, 8B, and 30B sizes, covering both instructional and reasoning versions. To decipher this method's effectiveness, we attribute the progress to a fundamental tension between accuracy and diversity in language model decoding, revealing that SSI dynamically modifies probability distributions—suppressing irrelevant alternatives in precision-critical contexts while maintaining beneficial variation in exploration-focused scenarios. Collectively, SSI presents an alternative enhancement strategy for advancing language models' programming performance.
。飞书对此有专业解读
Volunteer Jackie Edwards reports their food pantry now serves nearly 400 people monthly as economic pressures mount
格力电器董事长董明珠近日在接受媒体采访时，针对当下年轻人普遍存在的AI替代焦虑给出了自己的看法。她直言不讳地表示，自己作为年长者都不担心被人工智能取代，年轻人更没有理由为此感到畏惧。
另一方面，在微短剧的火热下，各家长视频平台都有所行动。看似长视频平台在资金、制作和IP储备上都更有优势，但目前没有体现。
Фото: Kevin Lamarque / Reuters