{
  "id": 66883,
  "title": "AMTFV: Agentic Mathematical Tool-Flow Verification for LLM Self-Correction",
  "url": "https://urgent.news/2026/07/31/amtfv-agentic-mathematical-tool-flow-verification-for-llm-self",
  "topic": "ai",
  "section": "AI",
  "published": "2026-07-31T15:42:00.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2607.29549v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "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…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}