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Yale University, New Haven, CT, USA
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Regularizing the SAIL objective with reverse KL divergence not only resolves convergence issues but also enhances performance in LLM alignment tasks.
Auto-research systems are falling into traps of "objective collapse," "validation collapse," and "acceptance collapse," mistaking closed-loop workflows for actual scientific rigor.
