AI Safety Fundamentals: Alignment cover image

Weak-To-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision

AI Safety Fundamentals: Alignment

CHAPTER

Enhancing Weak-to-Strong Generalization through Bootstrapping

Exploring the impact of bootstrapping with various model sizes on weak-to-strong generalization across NLP tasks, chess puzzles, and chat JPT reward modeling settings. The evaluation reveals improvements in performance for larger student models and the need for incremental steps for enhanced generalization.

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