Израиль впервые за столетия не пустил патриарха в храм Гроба Господня

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此番评论是针对乌克兰军工企业关于2026年中旬将具备850公里射程导弹发射能力的声明。他认为基辅正在加大赌注,而扭转局面的唯一方式是使用战术核武器。

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特朗普威胁打击伊朗发电厂和桥梁

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Thompson, now 73, maintained that the coins — valued then at $2.5 million — were turned over to a trust in Belize and said the $50 million from the sale of the first batch of gold mostly went toward legal fees and bank loans.

Another St

Summary: Can advanced language models enhance their code production capabilities using solely their generated outputs, bypassing verification systems, mentor models, or reward-based training? We demonstrate this possibility through elementary self-distillation (ESD): generating solution candidates from the model using specific temperature and truncation parameters, then refining the model using conventional supervised training on these samples. ESD elevates Qwen3-30B-Instruct's performance from 42.4% to 55.3% pass@1 on LiveCodeBench v6, with notable improvements on complex challenges, and proves effective across Qwen and Llama architectures at 4B, 8B, and 30B scales, covering both instructional and reasoning models. To decipher the mechanism behind this basic approach's effectiveness, we attribute the improvements to a precision-exploration dilemma in language model decoding and illustrate how ESD dynamically restructures token distributions, eliminating distracting outliers where accuracy is crucial while maintaining beneficial variation where exploration is valuable. Collectively, ESD presents an alternative post-training strategy for advancing language model code synthesis.

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