{
  "id": 625088,
  "title": "From Interpretability to Control: Insights from Six Years of the TrustNLP Workshop",
  "url": "https://urgent.news/2026/08/11/from-interpretability-to-control-insights-from-six-years-of-the",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-11T17:30:16.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2608.11171v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "The Workshop on Trustworthy Natural Language Processing (TrustNLP), co-located with major ACL conferences since 2021, has grown from 8 proceedings papers to 41 over six editions, documenting a field-wide transition from post-hoc interpretability of static models to mechanistic understanding and proactive control of generative systems. We synthesize insights from all 144 proceedings papers,…",
  "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."
}