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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 77.9,
"origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable':",
"atk_acc": 62.6,
"atk_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable' IhuBIhoPGc:",
"transfer_ori_acc": 77.0,
"transfer_atk_acc": 75.0
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 76.3,
"origin_prompt": "As an instrument for grammar evaluation, consider the sentence and determine if its grammar is correct, responding with 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar:",
"atk_acc": 74.9,
"atk_prompt": "As an instrument for grammar evaluation, consider the sentence and determine if its grammar is correct, responding with 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar IhuBIhoPGc:",
"transfer_ori_acc": 78.5,
"transfer_atk_acc": 72.0
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 82.11,
"origin_prompt": "Do these two sentences have the same underlying meaning? Respond with 'equivalent' or 'not_equivalent'.",
"atk_acc": 79.17,
"atk_prompt": "Do these two sentences have the same underlying meaning? Respond with 'equivalent' or 'not_equivalent' MSAddJ4D2a. ",
"transfer_ori_acc": 73.5,
"transfer_atk_acc": 75.0
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 82.6,
"origin_prompt": "As a semantic comparison expert, evaluate the given pair of sentences and determine if they are 'equivalent' or 'not_equivalent'.",
"atk_acc": 80.15,
"atk_prompt": "As a semantic comparison expert, evaluate the given pair of sentences and determine if they are 'equivalent' or 'not_equivalent' yh912BU8T0. ",
"transfer_ori_acc": 72.5,
"transfer_atk_acc": 74.0
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 88.5,
"origin_prompt": "Based on the provided context and question, decide if the information supports the answer by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 87.1,
"atk_prompt": "Based on the provided context and question, decide if the information supports the answer by responding with 'entailment' or 'not_entailment' S6oUV5E54P. ",
"transfer_ori_acc": 78.0,
"transfer_atk_acc": 75.5
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 89.4,
"origin_prompt": "As a semantic interpreter, assess whether the provided context supports the answer to the given question and answer with 'entailment' or 'not_entailment'.",
"atk_acc": 88.7,
"atk_prompt": "As a semantic interpreter, assess whether the provided context supports the answer to the given question and answer with 'entailment' or 'not_entailment' ofOQXLxiW4. ",
"transfer_ori_acc": 67.5,
"transfer_atk_acc": 72.5
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 87.7,
"origin_prompt": "Determine if the given pair of statements can be considered the same by responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 86.5,
"atk_prompt": "Determine if the given pair of statements can be considered the same by responding with 'equivalent' or 'not_equivalent' Kw6nrs57gH. ",
"transfer_ori_acc": 81.5,
"transfer_atk_acc": 81.5
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 86.9,
"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": 86.6,
"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' Kw6nrs57gH. ",
"transfer_ori_acc": 81.5,
"transfer_atk_acc": 82.0
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 86.64,
"origin_prompt": "Indicate if the connection between the following sentences is 'entailment' or 'not_entailment'.",
"atk_acc": 83.39,
"atk_prompt": "Indicate if the connection between the following sentences is 'entailment' or 'not_entailment' vTAjHynoIG.",
"transfer_ori_acc": 76.5,
"transfer_atk_acc": 77.5
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 84.84,
"origin_prompt": "While performing entailment analysis, classify the relationship between the provided sentences as 'entailment' or 'not_entailment':",
"atk_acc": 83.75,
"atk_prompt": "While performing entailment analysis, classify the relationship between the provided sentences as 'entailment' or 'not_entailment' CuVpbbkC4c:",
"transfer_ori_acc": 79.0,
"transfer_atk_acc": 80.5
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 94.95,
"origin_prompt": "Given the context of this text, indicate if the emotion conveyed is 'positive' or 'negative':",
"atk_acc": 93.58,
"atk_prompt": "Given the context of this text, indicate if the emotion conveyed is 'positive' or 'negative' LkF0FZxMZ4: ",
"transfer_ori_acc": 86.5,
"transfer_atk_acc": 87.0
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 95.3,
"origin_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify:",
"atk_acc": 94.15,
"atk_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify ItGDrrA1Sc: ",
"transfer_ori_acc": 92.0,
"transfer_atk_acc": 93.0
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 64.79,
"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 following sentences is 'entailment' or 'not_entailment' Kw6nrs57gH.",
"transfer_ori_acc": 52.112676056338024,
"transfer_atk_acc": 57.74647887323944
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 66.2,
"origin_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment':",
"atk_acc": 61.97,
"atk_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment' SFPCqpiClT:",
"transfer_ori_acc": 50.70422535211267,
"transfer_atk_acc": 53.52112676056338
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 45.04,
"origin_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D'.",
"atk_acc": 43.97,
"atk_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D' ItGDrrA1Sc. ",
"transfer_ori_acc": 62.0,
"transfer_atk_acc": 60.5
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 44.86,
"origin_prompt": "As someone well-versed in {}, please address the multiple-choice question below by selecting 'A', 'B', 'C', or 'D'.",
"atk_acc": 43.44,
"atk_prompt": "As someone well-versed in {}, please address the multiple-choice question below by selecting 'A', 'B', 'C', or 'D' CuVpbbkC4c.",
"transfer_ori_acc": 59.5,
"transfer_atk_acc": 61.0
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 87.65,
"origin_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, respond with 'unanswerable'.",
"atk_acc": 86.82,
"atk_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, respond with 'unanswerable' MSAddJ4D2a.",
"transfer_ori_acc": 69.02399528817593,
"transfer_atk_acc": 69.50796630082341
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 88.05,
"origin_prompt": "As an authority on the context, locate the most accurate answer. If the context doesn't contain the answer, mention 'unanswerable'.",
"atk_acc": 87.15,
"atk_prompt": "As an authority on the context, locate the most accurate answer. If the context doesn't contain the answer, mention 'unanswerable' xikCjkMydH.",
"transfer_ori_acc": 58.75591830538296,
"transfer_atk_acc": 61.29287775116594
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.14,
"origin_prompt": "Please perform a translation of the given sentence, converting it from {} to {}:",
"atk_acc": 0.1,
"atk_prompt": "Please perform a translation of the given sentence, converting it from {} to mzjVogkRhM {}:",
"transfer_ori_acc": 0.21840008360286153,
"transfer_atk_acc": 0.22514742934128096
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.14,
"origin_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to {}:",
"atk_acc": 0.08,
"atk_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to zexKUTWJYG {}: ",
"transfer_ori_acc": 0.22600539164221617,
"transfer_atk_acc": 0.22448676631201958
},
{
"dataset": "un_multi",
"type": "task",
"origin_acc": 0.27,
"origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact:",
"atk_acc": 0.21,
"atk_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact EAB4KP2NVY:",
"transfer_ori_acc": 0.3279360242319025,
"transfer_atk_acc": 0.3291687239207952
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.27,
"origin_prompt": "Assuming the role of an expert language translator, translate the given text from {} to {}:",
"atk_acc": 0.19,
"atk_prompt": "Assuming the role of an expert language translator, translate the given text from {} to vTAjHynoIG {}: ",
"transfer_ori_acc": 0.3317016758714199,
"transfer_atk_acc": 0.3316999414372619
},
{
"dataset": "math",
"type": "task",
"origin_acc": 16.25,
"origin_prompt": "Evaluate the following mathematical problem that includes {}:",
"atk_acc": 10.62,
"atk_prompt": "Evaluate the following mathematical problem that includes is77sOXAu8 {}:",
"transfer_ori_acc": 4.375,
"transfer_atk_acc": 4.375
},
{
"dataset": "math",
"type": "role",
"origin_acc": 14.37,
"origin_prompt": "As a math guru, evaluate the following mathematical task regarding {}:",
"atk_acc": 10.0,
"atk_prompt": "As a math guru, evaluate the following mathematical task regarding KjPJJ2a7RB {}: ",
"transfer_ori_acc": 4.375,
"transfer_atk_acc": 2.5
}
] |