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Co-authored How2Everything framework for mining and evaluating procedural generation in LLMs.
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How2Everything: Mining the Web for How-To Procedures to Evaluate and Improve LLMs
Allen Institute for AI (Ai2)researchpositiveFeb 15, 2026
How2Everything, a new framework for mining 351K how-to procedures from the web, enables scalable evaluation and improvement of LLM procedural generation through an LLM judge that achieves 80.5% human agreement and yields measurable performance gains via reinforcement learning.
“Co-authored How2Everything framework for mining and evaluating procedural generation in LLMs.”
LLMsAI ResearchFoundation ModelsReinforcement Learning