EMBERS: Empirically Motivated Robustness Testing of Deep Research Systems via Defect-Guided Fuzzing
arXiv:2611.03723v1 Announce Type: new Abstract: Deep Research (DR) systems extend large language models into autonomous agents that decompose complex information needs, iteratively search the web, and synthesize evidence to answer challenging questions. However, their multi-stage execution may intr…
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- 2026-11-04 05:00 · arXiv cs.AI
EMBERS: Empirically Motivated Robustness Testing of Deep Research Systems via Defect-Guided Fuzzing