AI & ML interests

Forecasting

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Organization Card

Laplace Research builds forecasting models: systems that put calibrated probabilities on future events, and get scored on whether those probabilities hold up. We are named for Pierre-Simon Laplace, who gave us the first serious treatment of probability as a measure of what we don't know.

Our work centers on:

  1. Training language models to produce calibrated probabilities rather than confident prose;
  2. Building clean forecasting corpora — leakage detection, freeze-date splits, and auditing resolution quality at the source;
  3. Reward design for post-training in domains where a forecast can be verifiably scored; and
  4. Evaluation discipline: preregistration, correction for multiple comparisons, and publishing results that don't work.

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