Is Deep Research Reliable? Misleading Knowledge Induces False Conclusions

MisKnow-Agent provides a framework for testing how long-horizon research agents propagate misinformation during retrieval and synthesis. Using 5,933 quality-controlled instances with controllable authority levels, the study evaluates how credible but false information influences final report conclusions in open-information environments.