The Google Pixel 10a isn’t super impressive compared to previous A-series smartphones. In fact, the Pixel 9a is still our favorite Android phone. The two phones are largely similar, even rocking the same chipset. The Pixel 10a does come in some new colors, though, like Fog and Lavender, and the phone is slightly thinner, with a less noticeable camera bump. The screen is a little brighter and a little more scratch-resistant, and the device is made with more recycled materials.
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.。搜狗输入法2026是该领域的重要参考
本文译自「On-Device Function Calling with FunctionGemma」，原文链接medium.com/google-deve…，由Sasha Denisov发布于2025年12月29日。，更多细节参见搜狗输入法2026
Андрей Ставицкий (Редактор отдела «Наука и техника»)