Rubric and Verifier-based RL

Training data and labeling · by AfterQuery

Combines expert-crafted rubrics with automated verifiers that grade model outputs, rewarding nuance and penalizing shortcuts across reasoning, code generation, and instruction-following tasks.

What it does

Combines expert-crafted rubrics with automated verifiers that grade model outputs, rewarding nuance and penalizing shortcuts across reasoning, code generation, and instruction-following tasks.

  • Foundation model training data
  • Custom datasets for fine-tuning large language models
  • Agent training and evaluation environments
  • Model loss analysis
Category
Training data and labeling
Users
Frontier AI research labs, Enterprises
Public API
Not offered

Not yet disclosed: deployment options, platforms, languages and support channels.

Pricing

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Security and compliance

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