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Expert Data Drives Model Performance

Source
mercor.com
Author
Mercor research blog
Date
Why it matters

Under 1,000 expert tasks nearly doubled Pass@1 for an open 355B model, and tripled it on corporate law. This is a concrete data-efficiency signal for teams considering RL on tasks.

Terms in this piece · Glossary
  • mixture-of-experts — A model built from many specialist sub-networks where only a few activate per token, giving big-model capability at small-model running cost.
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
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