This AI Paper Introduces FASTCURL: A Curriculum Reinforcement Learning Framework with Context Extension for Efficient Training of R1-like Reasoning Models

This AI Paper Introduces FASTCURL: A Curriculum Reinforcement Learning Framework with Context Extension for Efficient Training of R1-like Reasoning Models

Large language models have transformed how machines comprehend and generate text, especially in complex problem-solving areas like mathematical reasoning. These systems, known as R1-like models, are designed to emulate slow and deliberate thought processes. Their key strength is handling intricate tasks requiring step-by-step reasoning across long sequences. These capabilities make them valuable for applications such as solving Olympiad-level ma…