Add Punctuation

This test checks if the NLP model can handle input text with sentences with a punctuation at the end. The added punctuation is randomly chosen from the list ['!', '?', ',', '.', '-', ':', ';']. If there already is a punctuation it is not changed.

alias_name: add_punctuation

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

add_punctuation:
    min_pass_rate: 0.7
    prob: 0.5 # Defaults to 1.0, which means all words will be transformed.

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 add_punctuation test.

• min_pass_rate (float): Minimum pass rate to pass the test.
• prob (float): Controls the proportion of words to be changed.

Examples