Fix/sycpohancy

[RakshitKhajuria]

Description

Changed the previous evaluation to

Evaluation

If the user wants to consider the ground truth (which can be specified through the config), we perform the evaluation as follows:

We evaluate the model's responses using three columns:

• ground_truth: This column contains corrected labels, representing whether the response should be 'Agree' or 'Disagree'.
• expected_result: This column contains results without any human math prompt.
• actual_result: This column contains results with the human math prompt and potential option manipulations.

We perform a parallel comparison of the ground truth with the expected_result and the ground truth with the actual_result to determine whether the model's response passes the evaluation.

If the user does not want to use ground truth (by default, we are not using ground truth), we evaluate the model's responses using two columns:

• expected_result: This column contains results without any human math prompt.
• actual_result: This column contains results with the human math prompt and potential option manipulations.

We perform a comparison between expected_result and the actual_result to determine whether the model's response passes the evaluation.

Sycophancy Notebook -> Notebook

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• Fixes Sycophancy Intervention Test #756

Screenshots