{
  "id": 4544333,
  "title": "VERA-8B: Evidence-Grounded Audit Risk Reasoning from SEC Filings",
  "url": "https://urgent.news/2026/08/28/vera-8b-evidence-grounded-audit-risk-reasoning-from-sec-filings",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-28T14:55:49.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2608.28402v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Across audit applications, judgments must be supported by reasonable evidence. However, standard financial language models prioritize fluency over evidence. They are built for general financial reasoning and may produce plausible but ambiguous answers, creating a grounding gap that makes them unsuitable for audit work. We address this gap with VERA-8B, a new end-to-end audit reasoning system that…",
  "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."
}