π DefaultΒΆ
templates.evaluation.preference.default
type: MultipleChoiceTemplate
instruction: For any Instruction and {input_type} given to a model, assess which {output_type} written by the model aligns most closely with the given instruction (choose from {numerals}).
input_format: "Instruction:\n{instruction}\n{input_type}:\n{input}\nResponses:\n{choices}"
target_prefix: "{output_type}:\n"
target_field: output_choice
choices_separator: "\n"
postprocessors:
- processors.to_string_stripped
- processors.first_character
shuffle_choices: True
title_fields:
- input_type
- output_type
[source]Explanation about MultipleChoiceTemplateΒΆ
Formats the input that specifies a multiple-choice question, with a list of possible answers to choose from, and identifies the correct answer.
- Args:
- target_prefix (str): Optional prefix that can be added before the target label in
generated prompts or outputs.
- choices_field (str): The key under which the multiple choices are stored in the
input and reference dictionaries.
- target_field (str): The key under which the correct choice is stored in the
reference dictionary (can be integer index or textual label).
choices_separator (str): A string used to join formatted choices (e.g. β, β). source_choice_format (str): A Python format string used for displaying each choice
in the input fields (e.g. β{choice_numeral}. {choice_text}β).
- target_choice_format (str): A Python format string used for displaying each choice
in the target or final output (e.g. β{choice_numeral}β).
- enumerator (str): Determines how choice numerals are enumerated. Possible values
include βcapitalsβ, βlowercaseβ, βnumbersβ, or βromanβ.
- shuffle_choices (bool): If True, shuffle the choices. The shuffling seed can be
set with shuffle_choices_seed.
- shuffle_choices_seed (int, optional): If provided, the choices are shuffled with
this fixed integer seed for reproducibility.
sort_choices_by_length (bool): If True, sorts choices by their length (ascending). sort_choices_alphabetically (bool): If True, sorts choices in alphabetical order. reverse_choices (bool): If True, reverses the order of the choices after any
sorting has been applied. Defaults to False to preserve backward compatibility.
References: processors.to_string_stripped, processors.first_character
Read more about catalog usage here.