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 

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[CL] TransEvalnia: Reasoning-based Evaluation and Ranking of Translations  

[Sakana.ai]  

https://arxiv.org/abs/2507.12724 

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[LG] Spectral Bellman Method: Unifying Representation and Exploration in RL  

[Technion & Georgia Institute of Technology]  

https://arxiv.org/abs/2507.13181 

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[CL] LLMs Encode Harmfulness and Refusal Separately  

[Northeastern University & Stanford University]  

https://arxiv.org/abs/2507.11878 

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[CL] Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs  

https://arxiv.org/abs/2507.09477