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Maap 4B model that does RL for calibrated **Estimates

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maap reads a record as text and returns a distribution for the number you asked for: median, quantiles, an interval checked against held-out data, and the probability of passing a threshold.

maap: a 4B model that estimates numbers from text, with calibrated intervals · HITL Systems HITL Systems Articles Models Libraries Articles Models Libraries Models / Estimation model maap Software constantly needs a number nobody wrote down: what this run will cost, how long this ticket will sit, what this contract is worth. Ask a language model and it answers in the same confident tone whether it knows or is guessing. maap returns the number and the spread around it. Read the docs Open the playground Trained targets, 36 public sources Calibrated where checked 1,000 estimates free One call, no

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