Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Pengyi Li, Matvey Skripkin, Alexander Zubrey +2

Large language models (LLMs) excel at reasoning, yet post-training remains critical for aligning their behavior with task goals. Existing reinforcement learning (RL) methods often…