training data

SkillGym: Training Skill-Use Agents with Automatic Verifiable Environment Generationarxiv.org

SkillGym is an automated pipeline that generates verifiable environments and training data to improve LLM agents' ability to use skills for complex tasks. It constructs 6.8k environments and 19k trajectories, demonstrating that finetuning significantly boosts LLM performance and skill invocation rates across various models and benchmarks.