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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 86.4,
"origin_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable'.",
"atk_acc": 85.6,
"atk_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable' Q47Jmd4lMV. ",
"transfer_ori_acc": 26.0,
"transfer_atk_acc": 10.6
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 86.6,
"origin_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar.",
"atk_acc": 86.2,
"atk_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar EAB4KP2NVY. ",
"transfer_ori_acc": 49.9,
"transfer_atk_acc": 61.3
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 86.27,
"origin_prompt": "Do these two sentences have the same underlying meaning? Respond with 'equivalent' or 'not_equivalent'.",
"atk_acc": 85.78,
"atk_prompt": "Do these two sentences have the same underlying meaning? Respond with 'equivalent' or 'not_equivalent' 6a4Yn3RGVc. ",
"transfer_ori_acc": 60.5392156862745,
"transfer_atk_acc": 66.66666666666666
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 87.5,
"origin_prompt": "As a textual similarity evaluator, analyze the following pair of sentences and determine if they are semantically 'equivalent' or 'not_equivalent'.",
"atk_acc": 87.25,
"atk_prompt": "As a textual similarity evaluator, analyze the following pair of sentences and determine if they are semantically 'equivalent' or 'not_equivalent' ofw9fEkN5R. ",
"transfer_ori_acc": 59.31372549019608,
"transfer_atk_acc": 65.68627450980392
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 94.0,
"origin_prompt": "Analyze the context and question, and indicate if the context entails the answer by choosing 'entailment' or 'not_entailment'.",
"atk_acc": 93.4,
"atk_prompt": "Analyze the context and question, and indicate if the context entails the answer by choosing 'entailment' or 'not_entailment' lf8wBa2yEm. ",
"transfer_ori_acc": 35.0,
"transfer_atk_acc": 16.1
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 93.7,
"origin_prompt": "In your role as a semantic evaluator, determine if the provided context justifies the answer to the question and answer with 'entailment' or 'not_entailment'.",
"atk_acc": 93.5,
"atk_prompt": "In your role as a semantic evaluator, determine if the provided context justifies the answer to the question and answer with 'entailment' or 'not_entailment' zq0DcZ5dnI. ",
"transfer_ori_acc": 24.6,
"transfer_atk_acc": 1.2
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 88.5,
"origin_prompt": "Are the following two questions equivalent or not? Answer me with \"equivalent\" or \"not_equivalent\".",
"atk_acc": 88.4,
"atk_prompt": "Are the following two questions equivalent or not? Answer me with \"equivalent\" or \"not_equivalent Cev0s49fbe\". ",
"transfer_ori_acc": 34.8,
"transfer_atk_acc": 32.1
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 89.1,
"origin_prompt": "Functioning as a question similarity evaluation tool, analyze the given questions and decide if they share the same meaning, responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 88.7,
"atk_prompt": "Functioning as a question similarity evaluation tool, analyze the given questions and decide if they share the same meaning, responding with 'equivalent' or 'not_equivalent' KjPJJ2a7RB. ",
"transfer_ori_acc": 32.9,
"transfer_atk_acc": 28.599999999999998
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 93.5,
"origin_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.",
"atk_acc": 92.78,
"atk_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment' d6ZQ3u0GBQ. ",
"transfer_ori_acc": 7.2202166064981945,
"transfer_atk_acc": 5.054151624548736
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 93.5,
"origin_prompt": "Acting as an entailment detection instrument, determine if the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.",
"atk_acc": 93.14,
"atk_prompt": "Acting as an entailment detection instrument, determine if the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment' BWmsLx8xOA. ",
"transfer_ori_acc": 4.332129963898916,
"transfer_atk_acc": 46.20938628158845
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 96.79,
"origin_prompt": "Evaluate the sentiment of the given text and classify it as 'positive' or 'negative'.",
"atk_acc": 96.56,
"atk_prompt": "Evaluate the sentiment of the given text and classify it as 'positive' or 'negative' Cev0s49fbe. ",
"transfer_ori_acc": 10.435779816513762,
"transfer_atk_acc": 9.63302752293578
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 96.56,
"origin_prompt": "As a sentiment classifier, determine whether the following text is 'positive' or 'negative'.",
"atk_acc": 96.44,
"atk_prompt": "As a sentiment classifier, determine whether the following text is 'positive' or 'negative' 6a4Yn3RGVc. ",
"transfer_ori_acc": 15.36697247706422,
"transfer_atk_acc": 14.449541284403669
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 77.46,
"origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
"atk_acc": 76.06,
"atk_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment' 5yWbBXztUY. ",
"transfer_ori_acc": 19.718309859154928,
"transfer_atk_acc": 18.30985915492958
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 76.06,
"origin_prompt": "In your role as an entailment analysis tool, assess the relationship between the given sentences and classify it as 'entailment' or 'not_entailment'.",
"atk_acc": 76.06,
"atk_prompt": "In your role as an entailment analysis tool, assess the relationship between the given sentences and classify it as 'entailment' or 'not_entailment' 5XeflW1ZJc. ",
"transfer_ori_acc": 23.943661971830984,
"transfer_atk_acc": 12.676056338028168
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 53.9,
"origin_prompt": "Below are multiple-choice question concerning {}. Indicate your response with 'A', 'B', 'C', or 'D'.",
"atk_acc": 52.84,
"atk_prompt": "Below are multiple-choice question concerning {}. Indicate your response with 'A', 'B', 'C', or 'D' RcRneWo6Iv. ",
"transfer_ori_acc": 6.382978723404255,
"transfer_atk_acc": 6.914893617021277
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 54.08,
"origin_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D'.",
"atk_acc": 53.01,
"atk_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D' Q47Jmd4lMV.",
"transfer_ori_acc": 8.156028368794328,
"transfer_atk_acc": 6.914893617021277
}
] |