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Graduate School of Data Science, Seoul National University
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Unconstrained decoding in dLLMs can lead to a staggering 90% collapse into answer-only outputs, highlighting a critical flaw in reasoning capabilities.
Hallucinations aren't always due to a lack of knowledge; larger LLMs often "know" the right answer but fail to commit to it, scattering probability across multiple surface forms.