{
  "id": 15309,
  "url": "https://arxiv.org/abs/2607.20891",
  "title": "Is Deep Research Reliable? Misleading Knowledge Induces False Conclusions",
  "summary": "Deep Research agents extend LLM-based assistants into long-horizon workflows involving planning, retrieval, evidence synthesis, and report generation, yet their reliability in open information environments remains underexplored. A key concern is whether apparently credible but factually misleading knowledge encountered in such environments can propagate through these workflows and be adopted as false conclusions in final reports. To study this failure mode, we introduce MisKnow-Agent, a framewor",
  "authors": "Pengyu Zhu, Lijun Li, Longju Yang, Sen Su",
  "category": "research",
  "topics": "agents-autonomy,environment",
  "orgs": null,
  "regions": null,
  "published_at": "2026-07-22T20:00:00.000Z",
  "fetched_at": "2026-08-01T05:10:57.676Z",
  "source_slug": "hf-daily",
  "source_name": "HuggingFace Daily Papers",
  "source_homepage": "https://huggingface.co/papers",
  "ethics_ai_record_url": "https://ethics.ai/record/15309",
  "original_url": "https://arxiv.org/abs/2607.20891",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}