UKGovernmentBEIS/inspect_ai

Inspect: A framework for large language model evaluations

What it solves

Inspect is a framework designed to evaluate large language models (LLMs). It provides a standardized way to test models to ensure they perform as expected and to identify potential security or performance gaps.

How it works

It functions as an evaluation framework that offers built-in components for prompt engineering, multi-turn dialog, and tool usage. It also supports model-graded evaluations, where one model can be used to score the performance of another. The system is extensible, allowing other Python packages to provide new scoring techniques or elicitation methods.

Who it’s for

This tool is primarily for AI researchers, security auditors, and developers who need to rigorously test and evaluate the capabilities and capabilities of LLMs.

Highlights

  • Over 200 pre-built evaluations ready to run on any model.
  • Support for multi-turn dialog and tool usage testing.
  • Support for model-graded evaluations.
  • Extensible architecture via Python packages.

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