Verbalized Rejection Sampling reduces bias in LLM Bernoulli sampling by prompting the model to reason about and accept or reject proposed samples.
Verbalized machine learning: Revisiting machine learning with language models.Transactions on Machine Learning Research, 2025
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Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling
Verbalized Rejection Sampling reduces bias in LLM Bernoulli sampling by prompting the model to reason about and accept or reject proposed samples.