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National Chengchi University
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LLMs' apparent behavioral fidelity in sequential tasks can mask fundamentally incorrect generative mechanisms, failing to recover latent structure even with extended context.
MANTA reveals that multi-agent systems can dynamically adapt their communication structures during execution, leading to significant performance gains.
