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karenina-qa - Build and run single-turn QA benchmarks

Build and run single-turn QA benchmarks by defining questions, attaching templates, configuring verification, and analyzing results.

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Updated: 2026-10-12

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Define benchmark questions
  • Attach answer templates
  • Configure verification pipelines
  • Run QA verification
  • Analyze evaluation results
  • Save and load checkpoints

Inputs

  • Benchmark name
  • Benchmark checkpoint path
  • Question and answer data
  • Answer templates
  • Rubric definitions
  • Model configurations
  • Provider API credentials
  • Results output path

Outputs

  • Benchmark checkpoint file
  • Verification results
  • Evaluation summary
  • Progress messages
  • Failure records

Requirements

  • Installed karenina package
  • Provider API key in process environment
  • Accessible answering and parsing models

Source

  • Spec: SKILL.md

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LLM evaluation
QA benchmarking
question answering
verification
karenina
Define benchmark questions
Attach answer templates
Configure verification pipelines
Run QA verification
Benchmark name
Benchmark checkpoint path
Question and answer data
Benchmark checkpoint file
Verification results
Evaluation summary