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Single-rollout sampling can dramatically enhance the stability and effectiveness of RL in large language models, outperforming traditional methods in challenging benchmarks.
CompactionRL enables LLMs to effectively manage long-horizon tasks by summarizing context, leading to substantial performance gains in coding benchmarks.
GLM-5 doesn't just code; it engineers, showcasing unprecedented capability in tackling end-to-end software engineering challenges.
