RLTL;DR: Self-Improvement by Internalizing Self-Generated Feedback

Researchers introduced RLTL;DR, a reinforcement learning method that uses self-generated feedback to improve performance on tasks with low success rates. By internalizing task-to-insight mappings, RLTL;DR significantly boosts success rates on challenging coding benchmarks compared to standard training.