Is Deep Research Reliable? Misleading Knowledge Induces False Conclusions
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
Record details
Published: 22 July 2026
Source: HuggingFace Daily Papers
Category: Research
Topics: Agents & autonomy · Environment
Retrieved: 1 August 2026
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ethics.ai (22 July 2026), “Is Deep Research Reliable? Misleading Knowledge Induces False Conclusions,” evidence record 15309, https://ethics.ai/record/15309 (originally published by HuggingFace Daily Papers).
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