LangSmith Evaluation Framework
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):
- OSWorld.
- ...
- See: Software Testing, Language Model, Performance Metrics, LangChain.