LangSmith Evaluation Framework

From GM-RKB
Jump to navigation Jump to search

A LangSmith Evaluation Framework is a software framework that integrates with the LangChain ecosystem to provide comprehensive tools for testing and evaluating language models.

  • Context:
    • It can (typically) facilitate both automated and human-based evaluations to measure the performance of language models.
    • It can (often) be used to ensure that language models meet qualitative and quantitative performance metrics before deployment.
    • It can range from providing offline tools for predefined datasets to online monitoring of live applications.
    • It can include features like regression testing, functional tests, and gold standard evaluations to assess the application's responses against expected outputs.
    • It can support the creation of custom evaluators that can integrate into continuous integration (CI) workflows, helping to catch regressions and prevent them from impacting users.
    • ...
  • Example(s):
    • ...
  • Counter-Example(s):
  • See: Software Testing, Language Model, Performance Metrics, LangChain.


References