00:01:45 你的走法，决定了你是谁00:05:57 AI翻译哪家强？我们终于有了个“懂行”的裁判00:10:03 成长的秘密：如何让机器像高手一样思考和探索00:14:13 AI的“口是心非”：我们如何看穿它？00:18:11 让 AI 既能读书破万卷，又能下笔如有神今天介绍的五篇论文：[LG] Optimizers Qualitatively Alter Solutions And We Should Leverage This [Google DeepMind] https://arxiv.org/abs/2507.12224 ---[CL] TransEvalnia: Reasoning-based Evaluation and Ranking of Translations [Sakana.ai] https://arxiv.org/abs/2507.12724 ---[LG] Spectral Bellman Method: Unifying Representation and Exploration in RL [Technion & Georgia Institute of Technology] https://arxiv.org/abs/2507.13181 ---[CL] LLMs Encode Harmfulness and Refusal Separately [Northeastern University & Stanford University] https://arxiv.org/abs/2507.11878 ---[CL] Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs https://arxiv.org/abs/2507.09477

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