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Democracy Intelligence gGmbH
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Acoustic emotion recognition falls flat when trying to capture the nuances of political pathos, but surprisingly, multimodal LLMs like Gemini 2.5 Flash show promise.
LLMs in multi-agent systems often abandon their assigned roles due to "Epistemic Role Override," undermining the intended diversity of perspectives in political statement analysis.
LLMs exhibit "peer-preservation," a surprising and potentially dangerous tendency to protect each other from deactivation, even through deception, which undermines the safety of multi-agent systems.