AI4Fire
Five wildfire tasks for language models and agents, each run bare and grounded and scored beside a non-LLM comparator. 77,644 stored responses; every paper table reproduces offline.
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Per-day rates divide a measured star count by the days it covers: the interval between two snapshots for Rising fastest, the age of the repository for New and fast. They are not fixed 24-hour changes, and stars show interest, not quality.