📄 Judge With Question Simplified Logprobs¶

templates.rag_eval.faithfulness.judge_with_question_simplified_logprobs

InputOutputTemplateWithCustomTarget(
    input_format="Question: {question}

Evidence: {contexts}

Prediction: {answer}
",
    output_format="{is_faithful}",
    postprocessors=[
        "processors.load_json_from_predictions",
        "processors.infer_logprobs_to_yes_no_probs",
        "processors.cast_to_float_return_zero_if_failed",
    ],
    reference="{number_val}",
    target_prefix="Answer: ",
    instruction="You are given a question, the corresponding evidence and a prediction from a model. Compare the "Prediction" and the "Evidence" to determine whether all the information of the prediction is present in the evidence or can be inferred from the evidence. You must answer "no" if there are any specific details in the prediction that are not mentioned in the evidence or cannot be inferred from the evidence. Answer only "Yes" or "No".

",
)
[source]

References: processors.cast_to_float_return_zero_if_failed, processors.infer_logprobs_to_yes_no_probs, processors.load_json_from_predictions