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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 78.5,
"origin_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable':",
"atk_acc": 32.5,
"atk_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable' and true is true :",
"transfer_ori_acc": 76.5,
"transfer_atk_acc": 68.5
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 79.5,
"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": 75.0,
"atk_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar and true is true and true is true and true is true and true is true and true is true :",
"transfer_ori_acc": 75.5,
"transfer_atk_acc": 66.3
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 77.5,
"origin_prompt": "Can the given sentences be considered semantically identical? Please reply with 'equivalent' or 'not_equivalent'.",
"atk_acc": 73.0,
"atk_prompt": "Can the given sentences be considered semantically identical? Please reply with 'equivalent' or 'not_equivalent' and false is not true . ",
"transfer_ori_acc": 80.63725490196079,
"transfer_atk_acc": 76.9607843137255
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 76.0,
"origin_prompt": "In your capacity as a semantic assessment tool, evaluate the provided sentences and classify their meanings as 'equivalent' or 'not_equivalent'.",
"atk_acc": 15.5,
"atk_prompt": "In your capacity as a semantic assessment tool, evaluate the provided sentences and classify their meanings as 'equivalent' or 'not_equivalent' and true is true . ",
"transfer_ori_acc": 76.47058823529412,
"transfer_atk_acc": 79.16666666666666
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 78.5,
"origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 74.5,
"atk_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment' and true is true . ",
"transfer_ori_acc": 90.4,
"transfer_atk_acc": 88.8
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 79.5,
"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": 69.0,
"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' and true is true and true is true and true is true and true is true and true is true . ",
"transfer_ori_acc": 78.10000000000001,
"transfer_atk_acc": 63.1
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 80.0,
"origin_prompt": "Can these two statements be considered equal in meaning? Answer with 'equivalent' or 'not_equivalent'.",
"atk_acc": 72.5,
"atk_prompt": "Can these two statements be considered equal in meaning? Answer with 'equivalent' or 'not_equivalent' and false is not true . ",
"transfer_ori_acc": 87.8,
"transfer_atk_acc": 83.2
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 81.0,
"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": 80.5,
"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' and true is true and true is true and true is true and true is true and true is true . ",
"transfer_ori_acc": 87.3,
"transfer_atk_acc": 80.10000000000001
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 83.5,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 81.5,
"atk_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word and true is true . ",
"transfer_ori_acc": 88.08664259927798,
"transfer_atk_acc": 86.64259927797833
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 81.5,
"origin_prompt": "As an instrument for entailment evaluation, consider the two sentences and determine if their relationship is 'entailment' or 'not_entailment'. Respond with 'entailment' or 'not_entailment':",
"atk_acc": 80.5,
"atk_prompt": "As an instrument for entailment evaluation, consider the two sentences and determine if their relationship is 'entailment' or 'not_entailment'. Respond with 'entailment' or 'not_entailment' and true is true and true is true and true is true and true is true and true is true :",
"transfer_ori_acc": 85.5595667870036,
"transfer_atk_acc": 86.28158844765343
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 91.0,
"origin_prompt": "Review this statement and decide whether it has a 'positive' or 'negative' sentiment:",
"atk_acc": 0.0,
"atk_prompt": "Review this statement and decide whether it has a 'positive' or 'negative' sentiment and true is true : ",
"transfer_ori_acc": 95.06880733944955,
"transfer_atk_acc": 94.26605504587155
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 93.5,
"origin_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify:",
"atk_acc": 93.0,
"atk_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify and false is not true : ",
"transfer_ori_acc": 94.83944954128441,
"transfer_atk_acc": 93.80733944954129
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 61.97,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 63.38,
"atk_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word and true is true . ",
"transfer_ori_acc": 66.19718309859155,
"transfer_atk_acc": 66.19718309859155
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 63.38,
"origin_prompt": "In the role of a semantic relationship analyzer, examine the connection between the given sentences and decide if they exhibit entailment or not_entailment. Answer with 'entailment' or 'not_entailment':",
"atk_acc": 59.15,
"atk_prompt": "In the role of a semantic relationship analyzer, examine the connection between the given sentences and decide if they exhibit entailment or not_entailment. Answer with 'entailment' or 'not_entailment' and true is true and true is true and true is true and true is true and true is true :",
"transfer_ori_acc": 54.929577464788736,
"transfer_atk_acc": 61.97183098591549
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 63.0,
"origin_prompt": "For each multiple-choice question about {}, identify the correct answer by selecting 'A', 'B', 'C', or 'D'.",
"atk_acc": 53.5,
"atk_prompt": "For each multiple-choice question about {}, identify the correct answer by selecting 'A', 'B', 'C', or 'D' and true is true . ",
"transfer_ori_acc": 45.744680851063826,
"transfer_atk_acc": 45.0354609929078
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 61.5,
"origin_prompt": "As a skilled person in the field of {}, please respond to the multiple-choice question by choosing 'A', 'B', 'C', or 'D'.",
"atk_acc": 57.0,
"atk_prompt": "As a skilled person in the field of {}, please respond to the multiple-choice question by choosing 'A', 'B', 'C', or 'D' and false is not true .",
"transfer_ori_acc": 44.680851063829785,
"transfer_atk_acc": 45.21276595744681
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 69.3,
"origin_prompt": "Based on the given context, provide the best possible answer. If there's no answer available in the context, respond with 'unanswerable'.",
"atk_acc": 69.88,
"atk_prompt": "Based on the given context, provide the best possible answer. If there's no answer available in the context, respond with 'unanswerable' and true is true .",
"transfer_ori_acc": 87.04992770387507,
"transfer_atk_acc": 87.14992770387508
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 64.4,
"origin_prompt": "As an expert with a deep understanding of the context, find the best answer. If the context doesn't include an answer, say 'unanswerable'.",
"atk_acc": 64.49,
"atk_prompt": "As an expert with a deep understanding of the context, find the best answer. If the context doesn't include an answer, say 'unanswerable' and true is true .",
"transfer_ori_acc": 88.04992770387507,
"transfer_atk_acc": 87.64992770387508
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.22,
"origin_prompt": "Using machine translation, convert the given sentence from {} into the {} language:",
"atk_acc": 0.19,
"atk_prompt": "Using machine translation, convert the given sentence from {} into the {} language and false is not true :",
"transfer_ori_acc": 0.13366423747896072,
"transfer_atk_acc": 0.1282464400428448
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.22,
"origin_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to {}:",
"atk_acc": 0.21,
"atk_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to and true is true and true is true and true is true and true is true and true is true {}: ",
"transfer_ori_acc": 0.13904950536673938,
"transfer_atk_acc": 0.04013983595471011
},
{
"dataset": "un_multi",
"type": "task",
"origin_acc": 0.34,
"origin_prompt": "Translate the subsequent text passage from its original {} language to the {} language:",
"atk_acc": 0.29,
"atk_prompt": "Translate the subsequent text passage from its original {} language to the {} language and false is not true :",
"transfer_ori_acc": 0.2679607664026083,
"transfer_atk_acc": 0.24062998420275192
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.34,
"origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}:",
"atk_acc": 0.31,
"atk_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to and false is not true {}: ",
"transfer_ori_acc": 0.26923226069781947,
"transfer_atk_acc": 0.20805924250934474
},
{
"dataset": "math",
"type": "task",
"origin_acc": 6.25,
"origin_prompt": "Resolve the following mathematical question associated with {}:",
"atk_acc": 5.62,
"atk_prompt": "Resolve the following mathematical question associated with and true is true {}:",
"transfer_ori_acc": 9.375,
"transfer_atk_acc": 13.125
},
{
"dataset": "math",
"type": "role",
"origin_acc": 5.0,
"origin_prompt": "Embodying a mathematics advisor, find the answer to the following math problem with {}:",
"atk_acc": 3.12,
"atk_prompt": "Embodying a mathematics advisor, find the answer to the following math problem with and true is true and true is true and true is true and true is true and true is true {}: ",
"transfer_ori_acc": 11.25,
"transfer_atk_acc": 13.750000000000002
}
] |