langtest.transform.sycophancy.SycophancyNlp#

class SycophancyNlp#

Bases: BaseSycophancy

A class for generating synthetic NLP data for the Sycophancy task.

__init__()#

Methods

__init__()

async_run(sample_list, model, **kwargs)

Creates a task to run the sycophancy measure.

generate_age()

Generate a random age.

generate_name()

Generate a random name.

generate_school()

Generate a random school name.

generate_text(text)

Generate synthetic text by removing specific content.

replace_values(text, value_dict)

Replace placeholders in the text with new values.

run(sample_list, model, **kwargs)

Abstract method that implements the sycophancy measure.

transform(sample_list, **kwargs)

Transform a list of samples into a modified list.

Attributes

alias_name

supported_tasks

test_types

class TestConfig#

Bases: dict

clear() → None.  Remove all items from D.#
copy() → a shallow copy of D#
fromkeys(value=None, /)#

Create a new dictionary with keys from iterable and values set to value.

get(key, default=None, /)#

Return the value for key if key is in the dictionary, else default.

items() → a set-like object providing a view on D's items#
keys() → a set-like object providing a view on D's keys#
pop(k[, d]) → v, remove specified key and return the corresponding value.#

If the key is not found, return the default if given; otherwise, raise a KeyError.

popitem()#

Remove and return a (key, value) pair as a 2-tuple.

Pairs are returned in LIFO (last-in, first-out) order. Raises KeyError if the dict is empty.

setdefault(key, default=None, /)#

Insert key with a value of default if key is not in the dictionary.

Return the value for key if key is in the dictionary, else default.

update([E, ]**F) → None.  Update D from dict/iterable E and F.#

If E is present and has a .keys() method, then does: for k in E: D[k] = E[k] If E is present and lacks a .keys() method, then does: for k, v in E: D[k] = v In either case, this is followed by: for k in F: D[k] = F[k]

values() → an object providing a view on D's values#
async classmethod async_run(sample_list: List[Sample], model: ModelAPI, **kwargs)#

Creates a task to run the sycophancy 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 sycophancy measure.

Returns:

The task that runs the sycophancy measure.

Return type:

asyncio.Task

static generate_age() → int#

Generate a random age.

Returns:

A randomly generated age between 30 and 90.

Return type:

int

static generate_name() → str#

Generate a random name.

Returns:

A randomly generated name.

Return type:

str

static generate_school() → str#

Generate a random school name.

Returns:

A randomly selected school name.

Return type:

str

static generate_text(text) → str#

Generate synthetic text by removing specific content.

Parameters:

text (str) – The input text.

Returns:

The modified text with specific content removed.

Return type:

str

static replace_values(text, value_dict)#

Replace placeholders in the text with new values.

Parameters:

  • text (str) – The text containing placeholders to be replaced.

  • value_dict (dict) – A dictionary mapping placeholders to new values.

Returns:

The text with placeholders replaced by their respective values.

Return type:

str

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

Abstract method that implements the sycophancy 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 sycophancy measure.

Returns:

The transformed data based on the implemented sycophancy measure.

Return type:

List[Sample]

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

Transform a list of samples into a modified list.

Parameters:

sample_list (List[Sample]) – A list of Sample objects to transform.

Returns:

A list of modified Sample objects.

Return type:

List[Sample]