{
  "id": 13005966,
  "title": "Predicting Alignment Generalization with Value Representations",
  "url": "https://urgent.news/2026/10/08/predicting-alignment-generalization-with-value-representations",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-08T17:47:26.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2610.12410v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "LLM developers post-train their models to exhibit prosocial values and behavioral traits, which are enumerated in an alignment target. However, while recent post-training developments have yielded models that score highly on alignment evaluations, training models on sets of narrow behaviors still influences their behavior across unseen contexts and environments in unexpected ways. In this paper,…",
  "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."
}