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AMTFV: Agentic Mathematical Tool-Flow Verification for LLM Self-Correction

Large language models have demonstrated strong mathematical problem-solving capabilities, yet reliably verifying their candidate answers remains challenging. Existing representative methods mainly revise outputs through natural-language reflection or assist verification by directly generating verification programs; the former may not reliably support exact computation, whereas the latter…

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More in AI

Google raises Pixel prices as AI takes centre stage

Google has unveiled its Pixel 11 smartphone range with higher starting prices, a new Tensor G6 processor and deeper Gemini integration, placing artificial intelligence at the centre of its latest…

  • Pixel 11 starts at $899, Pro at $1,099, Pro XL at $1,299
  • Tensor G6 chip touted as fastest and most powerful smartphone processor
  • Gemini AI integrates into devices for proactive user assistance