langtest.transform.sensitivity.AddNegation#

class AddNegation#

Bases: BaseSensitivity

A class for negating sensitivity-related phrases in the input text.

This class identifies common sensitivity-related phrases such as ‘is’, ‘was’, ‘are’, and ‘were’ in the input text and replaces them with their negations to make the text less sensitive.

alias_name#

The alias name for this sensitivity transformation.

Type:

str

transform(sample_list

List[Sample]) -> List[Sample]: Applies the sensitivity negation transformation to a list of samples.

__init__()#

Methods

__init__()

async_run(sample_list, model, **kwargs)

Creates a task to run the sensitivity measure.

run(sample_list, model, **kwargs)

Abstract method that implements the sensitivity measure.

transform(sample_list)

Abstract method that implements the sensitivity measure.

Attributes

alias_name

supported_tasks

test_types

async classmethod async_run(sample_list: List[Sample], model: ModelAPI, **kwargs)#

Creates a task to run the sensitivity measure.

Parameters:

  • sample_list (List[Sample]) – The input data to be transformed.

  • model (ModelAPI) – The model to be used for evaluation.

  • **kwargs – Additional arguments to be passed to the sensitivity measure.

Returns:

The task that runs the sensitivity measure.

Return type:

asyncio.Task

abstract async static run(sample_list: List[Sample], model: ModelAPI, **kwargs) → List[Sample]#

Abstract method that implements the sensitivity measure.

Parameters:

  • sample_list (List[Sample]) – The input data to be transformed.

  • model (ModelAPI) – The model to be used for evaluation.

  • **kwargs – Additional arguments to be passed to the sensitivity measure.

Returns:

The transformed data based on the implemented sensitivity measure.

Return type:

List[Sample]

static transform(sample_list: List[Sample]) → List[Sample]#

Abstract method that implements the sensitivity measure.

Parameters:

sample_list (List[Sample]) – The input data to be transformed.

Returns:

The transformed data based on the implemented sensitivity measure.

Return type:

Any