{
  "id": 15557457,
  "title": "TUPLE-Bench: Evaluating and Mitigating Privacy-Utility Trade-offs in Typed Decision Models",
  "url": "https://urgent.news/2026/10/16/tuple-bench-evaluating-and-mitigating-privacy-utility-trade-offs-in",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-16T16:00:57.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2610.23668v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Typed decision models often return more than a selected category. They also expose probabilities for each candidate and, sometimes, a separate confidence score. These fields support downstream decisions but may reveal information beyond a recipient's authorization. We introduce TUPLE-Bench (Typed decision models' Utility and Privacy Leakage Evaluation Benchmark), a benchmark of paired synthetic…",
  "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."
}