{
  "id": 5485331,
  "title": "Compile by Training: Turning Natural-Language Specifications into Local Neural Functions",
  "url": "https://urgent.news/2026/09/03/compile-by-training-turning-natural-language-specifications-into",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-03T17:59:49.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.04199v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Many recurring text functions are easy to describe but difficult to implement with rules, while calling a large remote model for every input introduces repeated cost, latency, and dependency on a provider. We present compile by training, which turns a natural-language specification into a reusable neural function. At compile time, teacher models generate task-specific examples that are used to…",
  "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."
}