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Strategically Diverse Sampling for Self-Training

Gurung, Alexander et al.
arXiv (All) · Papers
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computation-and-language
Many LLM training and inference methods, including RL and test-time scaling, depend on repeated sampling, but benefit only when the responses meaningfully differ. Self-training faces the same challenge: training data is typically constructed by sampling IID responses and filtering primarily for corr
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