Swap Entities

This test shuffles the labeled entities in the input to test the models robustness.

alias_name: swap_entities

To test QA models, we are using QAEval from Langchain where we need to use the model itself or other ML model for evaluation, which can make mistakes.

Config

swap_entities:
    min_pass_rate: 0.8
    prob: 0.5 # Defaults to 1.0, which means all words will be transformed.
    parameters:
      count: 1 # Defaults to 1

You can adjust the level of transformation in the sentence by using the “prob” parameter, which controls the proportion of words to be changed during swap_entities test.

• min_pass_rate (float): Minimum pass rate to pass the test.
• prob (float): Controls the proportion of words to be changed.
• count (int): Number of variations of sentence to be constructed.

Examples