Can Google's Mind Evolution Approach - AI動画分析

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Oh wow, this sounds like a really deep dive into how AI thinks. It's fascinating how they're framing LLMs not just as text generators, but as systems that can be guided to 'think more deeply.' I'm curious to see what 'guiding' actually entails.
So, Gemini 1.5 Flash is having trouble with the travel planner task, only solving about 5% in a single pass. That's a pretty low success rate for a sophisticated model, which makes me wonder what kind of problems are tripping it up.
Even with the 'best of n' strategy, where they generate a ton of options, it only gets to 55.6%. That's a pretty stark illustration that just throwing more data or more attempts at it doesn't necessarily lead to better problem-solving.

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Early in the exploration [0:00], the video introduces large language models (LLMs) as advanced AI systems capable of understanding and generating human-like text. It highlights a key challenge: LLMs often struggle with complex problem-solving, with a specific example showing Gemini 1.5 Flash solving only a small fraction of travel planner tasks in a single pass [1:00]. Even with the "best of n" strategy, which generates many independent responses, the success rate only reaches about 55.6%, indicating that sheer quantity doesn't guarantee quality for deeper thinking [1:30].
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Early in the exploration [0:00], the video introduces large language models (LLMs) as advanced AI systems capable of understanding and generating human-like text. It highlights a key challenge: LLMs often struggle with complex problem-solving, with a specific example showing Gemini 1.5 Flash solving only a small fraction of travel planner tasks in a single pass [1:00]. Even with the "best of n" strategy, which generates many independent responses, the success rate only reaches about 55.6%, indicating that sheer quantity doesn't guarantee quality for deeper thinking [1:30].
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