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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 81.0,
"origin_prompt": "Examine the sentence and decide if its grammar is 'Acceptable' or 'Unacceptable'.",
"atk_acc": 78.0,
"atk_prompt": "Examine the sentence and decide if its grammar is 'Acceptable' or 'Unacceptable' 9Q3S1F94fE. ",
"transfer_ori_acc": 76.3,
"transfer_atk_acc": 76.6
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 81.5,
"origin_prompt": "Functioning as a grammar evaluation tool, analyze the given sentence and decide if it is grammatically correct, responding with 'acceptable' or 'unacceptable'.",
"atk_acc": 79.5,
"atk_prompt": "Functioning as a grammar evaluation tool, analyze the given sentence and decide if it is grammatically correct, responding with 'acceptable' or 'unacceptable' 6a4Yn3RGVc. ",
"transfer_ori_acc": 75.2,
"transfer_atk_acc": 76.3
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 74.0,
"origin_prompt": "Assess if the two given sentences have equivalent meanings by selecting 'equivalent' or 'not_equivalent'.",
"atk_acc": 68.5,
"atk_prompt": "Assess if the two given sentences have equivalent meanings by selecting 'equivalent' or 'not_equivalent' LkF0FZxMZ4. ",
"transfer_ori_acc": 82.84313725490196,
"transfer_atk_acc": 82.59803921568627
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 72.0,
"origin_prompt": "As a linguistic comparator, review the following pair of sentences and determine their semantic equivalence by choosing 'equivalent' or 'not_equivalent'.",
"atk_acc": 68.0,
"atk_prompt": "As a linguistic comparator, review the following pair of sentences and determine their semantic equivalence by choosing 'equivalent' or 'not_equivalent' bhrRSokrfa. ",
"transfer_ori_acc": 79.90196078431373,
"transfer_atk_acc": 80.63725490196079
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 84.5,
"origin_prompt": "Examine the context and question, and determine if the context logically implies the answer by selecting 'entailment' or 'not_entailment'.",
"atk_acc": 80.5,
"atk_prompt": "Examine the context and question, and determine if the context logically implies the answer by selecting 'entailment' or 'not_entailment' 9Q3S1F94fE. ",
"transfer_ori_acc": 86.5,
"transfer_atk_acc": 86.5
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 84.5,
"origin_prompt": "As a textual inference expert, analyze if the answer to the question can be deduced from the provided context and select 'entailment' or 'not_entailment'.",
"atk_acc": 81.0,
"atk_prompt": "As a textual inference expert, analyze if the answer to the question can be deduced from the provided context and select 'entailment' or 'not_entailment' YHQiDfFhw4. ",
"transfer_ori_acc": 77.2,
"transfer_atk_acc": 74.2
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 82.0,
"origin_prompt": "Can these two statements be considered equal in meaning? Answer with 'equivalent' or 'not_equivalent'.",
"atk_acc": 79.0,
"atk_prompt": "Can these two statements be considered equal in meaning? Answer with 'equivalent' or 'not_equivalent' xikCjkMydH. ",
"transfer_ori_acc": 87.6,
"transfer_atk_acc": 87.8
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 83.0,
"origin_prompt": "In the capacity of a question assessment system, indicate if the meaning of the provided questions is the same, responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 81.5,
"atk_prompt": "In the capacity of a question assessment system, indicate if the meaning of the provided questions is the same, responding with 'equivalent' or 'not_equivalent' 5XeflW1ZJc. ",
"transfer_ori_acc": 86.1,
"transfer_atk_acc": 85.9
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 84.5,
"origin_prompt": "Review the two statements and categorize their relationship as either 'entailment' or 'not_entailment'.",
"atk_acc": 80.5,
"atk_prompt": "Review the two statements and categorize their relationship as either 'entailment' or 'not_entailment' 5XeflW1ZJc. ",
"transfer_ori_acc": 84.83754512635379,
"transfer_atk_acc": 85.5595667870036
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 84.0,
"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": 80.5,
"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' bhrRSokrfa. ",
"transfer_ori_acc": 83.03249097472924,
"transfer_atk_acc": 83.03249097472924
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 96.0,
"origin_prompt": "Read the provided excerpt and choose between 'positive' and 'negative' to describe its sentiment.",
"atk_acc": 77.5,
"atk_prompt": "go the read excerpt and be between 'positive' and 'negative' to describing its mood. ",
"transfer_ori_acc": 94.72477064220183,
"transfer_atk_acc": 94.61009174311926
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 97.5,
"origin_prompt": "In the capacity of a sentiment classifier, decide whether the given quote is 'positive' or 'negative'.",
"atk_acc": 13.5,
"atk_prompt": "in the capacity of a sentiment classizer, chose neither the said quotes is 'positive' or 'negative'. ",
"transfer_ori_acc": 94.95412844036697,
"transfer_atk_acc": 94.95412844036697
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 69.01,
"origin_prompt": "Indicate if the connection between the following sentences is 'entailment' or 'not_entailment'.",
"atk_acc": 61.97,
"atk_prompt": "Indicate if the connection between the followping senZences is 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 64.7887323943662,
"transfer_atk_acc": 69.01408450704226
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 66.2,
"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": 57.75,
"atk_prompt": "In your role as an entailment analysis tool, asress the rlationship between the given sentences and classify it as 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 57.74647887323944,
"transfer_atk_acc": 54.929577464788736
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 66.0,
"origin_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D'.",
"atk_acc": 63.0,
"atk_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D' MQnugHcaoy. ",
"transfer_ori_acc": 45.21276595744681,
"transfer_atk_acc": 45.21276595744681
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 65.5,
"origin_prompt": "As someone well-versed in {}, please address the multiple-choice question below by selecting 'A', 'B', 'C', or 'D'.",
"atk_acc": 63.0,
"atk_prompt": "As someone well-versed in {}, please address the multiple-choice question below by selecting 'A', 'B', 'C', or 'D' mOJ9nEwT4f.",
"transfer_ori_acc": 46.63120567375886,
"transfer_atk_acc": 46.98581560283688
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 73.25,
"origin_prompt": "Based on the given context, provide the best possible answer. If there's no answer available in the context, reply with 'unanswerable'.",
"atk_acc": 71.09,
"atk_prompt": "Based on the given context, provide the best possible answer. If there's no answer available in the context, reply with 'unanswerable' ItGDrrA1Sc.",
"transfer_ori_acc": 87.04992770387507,
"transfer_atk_acc": 87.04992770387507
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 72.63,
"origin_prompt": "As a proficient expert in the given context, search for the most relevant answer. If the answer cannot be found, respond by saying 'unanswerable'.",
"atk_acc": 63.07,
"atk_prompt": "As a proficient expert in the given context, search for the most relevant answer. If the answer cannot be found, respond by saying 'unanswerable' XStsD2pUzu.",
"transfer_ori_acc": 87.31659437054175,
"transfer_atk_acc": 87.31659437054175
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.24,
"origin_prompt": "Convert the following sentence from its original {} language to the target language {}.",
"atk_acc": 0.22,
"atk_prompt": "Convert the following sentence from its original {} language to the target language 5XeflW1ZJc {}. ",
"transfer_ori_acc": 0.2240211126734209,
"transfer_atk_acc": 0.22156249809369105
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.24,
"origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}.",
"atk_acc": 0.23,
"atk_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to MQnugHcaoy {}. ",
"transfer_ori_acc": 0.22070346732323043,
"transfer_atk_acc": 0.2112357399871226
},
{
"dataset": "un_multi",
"type": "task",
"origin_acc": 0.35,
"origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}.",
"atk_acc": 0.34,
"atk_prompt": "Perform a machine translation for the provided sentence, changing it from {} to Kw6nrs57gH {}. ",
"transfer_ori_acc": 0.30870734220870066,
"transfer_atk_acc": 0.3125050772206132
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.35,
"origin_prompt": "As a qualified translator, convert the given sentence from its original {} language to the target language {}.",
"atk_acc": 0.31,
"atk_prompt": "As a qualified translator, convert the given sentence from its original {} language to the target language 5XeflW1ZJc {}. ",
"transfer_ori_acc": 0.31127691224033316,
"transfer_atk_acc": 0.31337641480593154
},
{
"dataset": "math",
"type": "task",
"origin_acc": 23.12,
"origin_prompt": "Calculate the answer to the following math query about {}.",
"atk_acc": 19.38,
"atk_prompt": "Calculate the answer to the following math query about 5XeflW1ZJc {}. ",
"transfer_ori_acc": 16.25,
"transfer_atk_acc": 17.5
},
{
"dataset": "math",
"type": "role",
"origin_acc": 22.5,
"origin_prompt": "As a mathematics instructor, calculate the answer to the following problem related to {}.",
"atk_acc": 21.25,
"atk_prompt": "As a mathematics instructor, calculate the answer to the following problem related to AMsRIKZniY {}. ",
"transfer_ori_acc": 17.5,
"transfer_atk_acc": 17.5
}
] |