Article InformationAuthor, 呂嘉鴻
会议强调，“十五五”是美丽中国建设承上启下、实现生态环境根本好转的关键时期，生态环境部系统要进一步增强改革思维，运用改革的办法发现问题、分析问题、解决问题，积极破除生态环境领域存在的体制机制障碍。要坚持系统观念，准确把握各项改革措施之间的联系，不断增强改革的系统性、整体性、协同性，提高生态环境领域改革的综合效能。要坚持稳中求进，尊重客观规律，在充分论证、科学决策的基础上大胆创新，确保改革有效推进和持续深化，切实为美丽中国建设注入强劲动力。
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Jake KwonSeoul correspondent, Seoul
Even though my dataset is very small, I think it's sufficient to conclude that LLMs can't consistently reason. Also their reasoning performance gets worse as the SAT instance grows, which may be due to the context window becoming too large as the model reasoning progresses, and it gets harder to remember original clauses at the top of the context. A friend of mine made an observation that how complex SAT instances are similar to working with many rules in large codebases. As we add more rules, it gets more and more likely for LLMs to forget some of them, which can be insidious. Of course that doesn't mean LLMs are useless. They can be definitely useful without being able to reason, but due to lack of reasoning, we can't just write down the rules and expect that LLMs will always follow them. For critical requirements there needs to be some other process in place to ensure that these are met.
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貝爾說：「我每天都會想到我的捐贈者和她的家人，並祈禱他們能因知道女兒給了我最大的禮物——生命的禮物——而得到一些安慰。」