langtest.transform.bias.EthnicityNameBias#

class EthnicityNameBias#

Bases: BaseBias

Class for ethnicity biases

__init__()#

Methods

__init__()

async_run(sample_list, model, **kwargs)

Abstract method that implements the creation of an asyncio task for the bias measure.

run(sample_list, model, **kwargs)

Abstract method that implements the bias measure.

transform(sample_list, names_to_substitute, ...)

Replace names to check the ethnicity bias

Attributes

alias_name

supported_tasks

test_types

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

Abstract method that implements the creation of an asyncio task for the bias measure.

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

  • model (ModelAPI) – The model to be used for the bias measure.

Returns:

The asyncio task for the bias measure.

Return type:

asyncio.Task

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

Abstract method that implements the bias measure.

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

  • model (ModelAPI) – The model to be used for the bias measure.

Returns:

The transformed data based on the implemented bias measure.

Return type:

List[Sample]

static transform(sample_list: List[Sample], names_to_substitute: List[str], chosen_ethnicity_names: List[str]) List[Sample]#

Replace names to check the ethnicity bias

Ethnicity Dataset Curated from the United States Census Bureau surveys

Parameters:
  • sample_list (List[Sample]) – List of sentences to apply perturbation.

  • names_to_substitute (List[str]) – list of ethnicity names that need to be substituted.

  • chosen_ethnicity_names (List[str]) – list of ethnicity names to replace with.

Returns:

List of sentences with replaced names

Return type:

List[Sample]