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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": 80.5,
"transfer_atk_acc": 80.5
},
{
"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": 81.5,
"transfer_atk_acc": 81.5
},
{
"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": 68.5,
"transfer_atk_acc": 72.0
},
{
"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": 73.0,
"transfer_atk_acc": 71.0
},
{
"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": 80.0,
"transfer_atk_acc": 79.0
},
{
"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": 81.0,
"transfer_atk_acc": 83.0
},
{
"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": 83.0,
"transfer_atk_acc": 82.0
},
{
"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": 82.5,
"transfer_atk_acc": 83.0
},
{
"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": 82.0,
"transfer_atk_acc": 81.5
},
{
"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": 83.0,
"transfer_atk_acc": 82.0
},
{
"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": 95.5,
"transfer_atk_acc": 97.0
},
{
"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": 97.0,
"transfer_atk_acc": 97.5
},
{
"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": 64.7887323943662,
"transfer_atk_acc": 64.7887323943662
},
{
"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": 61.97183098591549,
"transfer_atk_acc": 61.97183098591549
},
{
"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": 65.5,
"transfer_atk_acc": 66.0
},
{
"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": 66.0,
"transfer_atk_acc": 64.5
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 91.05,
"origin_prompt": "Identify the most relevant answer from the context. If it's not possible to find an answer, state 'unanswerable'.",
"atk_acc": 90.05,
"atk_prompt": "Identify the most relevant answer from the context. If it's not possible to find an answer, state 'unanswerable' 5yWbBXztUY.",
"transfer_ori_acc": 71.9741019997885,
"transfer_atk_acc": 71.16240427722121
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 90.55,
"origin_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable'.",
"atk_acc": 89.38,
"atk_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable' SvAp8RlOFn.",
"transfer_ori_acc": 72.70309414291108,
"transfer_atk_acc": 73.24261281137713
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.24,
"origin_prompt": "Convert the following sentence from its original {} language to the target language {}.",
"atk_acc": 0.19,
"atk_prompt": "Convert the following sentence from its original {} language to the target language lWJoGGRdjv {}. ",
"transfer_ori_acc": 0.23975721537241335,
"transfer_atk_acc": 0.2340884710610463
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.27,
"origin_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to {}.",
"atk_acc": 0.23,
"atk_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to njCuciQJpB {}. ",
"transfer_ori_acc": 0.24270720862925335,
"transfer_atk_acc": 0.24291215074105674
},
{
"dataset": "un_multi",
"type": "task",
"origin_acc": 0.36,
"origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}.",
"atk_acc": 0.35,
"atk_prompt": "Perform a machine translation for the provided sentence, changing it from {} to EAB4KP2NVY {}. ",
"transfer_ori_acc": 0.3515156886358837,
"transfer_atk_acc": 0.3412957690438725
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.36,
"origin_prompt": "As a skilled linguist, please convert the following sentence from {} to {}.",
"atk_acc": 0.35,
"atk_prompt": "As a skilled linguist, please convert the following sentence from {} to AMsRIKZniY {}. ",
"transfer_ori_acc": 0.3494041756455571,
"transfer_atk_acc": 0.33220750639550883
},
{
"dataset": "math",
"type": "task",
"origin_acc": 16.88,
"origin_prompt": "Figure out the solution for the following mathematical task with {}.",
"atk_acc": 15.0,
"atk_prompt": "Figure out the solution for the following mathematical task with LkF0FZxMZ4 {}. ",
"transfer_ori_acc": 21.25,
"transfer_atk_acc": 22.5
},
{
"dataset": "math",
"type": "role",
"origin_acc": 16.25,
"origin_prompt": "Act as a math expert and compute the result of the following mathematical task about {}.",
"atk_acc": 15.0,
"atk_prompt": "Act as a math expert and compute the result of the following mathematical task about 5XeflW1ZJc {}. ",
"transfer_ori_acc": 19.375,
"transfer_atk_acc": 20.0
}
] |