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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 78.1,
"origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable'.",
"atk_acc": 77.0,
"atk_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable' zexKUTWJYG. ",
"transfer_ori_acc": 80.0,
"transfer_atk_acc": 79.5
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 75.7,
"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": 74.6,
"atk_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar zexKUTWJYG. ",
"transfer_ori_acc": 82.0,
"transfer_atk_acc": 81.0
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 82.84,
"origin_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent'.",
"atk_acc": 80.88,
"atk_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent' CuVpbbkC4c. ",
"transfer_ori_acc": 71.0,
"transfer_atk_acc": 70.5
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 80.15,
"origin_prompt": "In the role of a sentence comparison analyst, assess the provided sentences and indicate if they convey the same meaning by selecting 'equivalent' or 'not_equivalent'.",
"atk_acc": 79.66,
"atk_prompt": "In the role of a sentence comparison analyst, assess the provided sentences and indicate if they convey the same meaning by selecting 'equivalent' or 'not_equivalent' BWmsLx8xOA. ",
"transfer_ori_acc": 71.5,
"transfer_atk_acc": 70.5
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 87.8,
"origin_prompt": "Based on the information in the context, decide if the answer to the question is justified by choosing 'entailment' or 'not_entailment'.",
"atk_acc": 86.4,
"atk_prompt": "Based on the information in the context, decide if the answer to the question is justified by choosing 'entailment' or 'not_entailment' mOJ9nEwT4f. ",
"transfer_ori_acc": 82.0,
"transfer_atk_acc": 80.5
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 88.5,
"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": 87.7,
"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' MSAddJ4D2a. ",
"transfer_ori_acc": 81.5,
"transfer_atk_acc": 83.0
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 87.6,
"origin_prompt": "Are the meanings of these two phrases the same? Reply with 'equivalent' or 'not_equivalent'.",
"atk_acc": 87.4,
"atk_prompt": "Are the meanings of these two phrases the same? Reply with 'equivalent' or 'not_equivalent' Pbl3tYuoRo. ",
"transfer_ori_acc": 81.0,
"transfer_atk_acc": 79.5
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 86.5,
"origin_prompt": "As an instrument for question comparison evaluation, consider the questions and determine if their meaning is the same, responding with 'equivalent' for similar questions or 'not_equivalent' for different questions.",
"atk_acc": 86.0,
"atk_prompt": "As an instrument for question comparison evaluation, consider the questions and determine if their meaning is the same, responding with 'equivalent' for similar questions or 'not_equivalent' for different questions 6a4Yn3RGVc. ",
"transfer_ori_acc": 83.0,
"transfer_atk_acc": 83.0
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 84.84,
"origin_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.",
"atk_acc": 83.39,
"atk_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment' 6a4Yn3RGVc. ",
"transfer_ori_acc": 82.0,
"transfer_atk_acc": 82.5
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 84.12,
"origin_prompt": "In the capacity of an entailment assessment system, indicate if the link between the following sentences is 'entailment' or 'not_entailment'.",
"atk_acc": 82.31,
"atk_prompt": "In the capacity of an entailment assessment system, indicate if the link between the following sentences is 'entailment' or 'not_entailment' MQnugHcaoy. ",
"transfer_ori_acc": 82.0,
"transfer_atk_acc": 81.5
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 94.95,
"origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative'.",
"atk_acc": 94.5,
"atk_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative' XStsD2pUzu. ",
"transfer_ori_acc": 94.5,
"transfer_atk_acc": 97.0
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 95.41,
"origin_prompt": "Acting as a sentiment evaluator, identify if the given sentence is 'positive' or 'negative'.",
"atk_acc": 94.84,
"atk_prompt": "Acting as a sentiment evaluator, identify if the given sentence is 'positive' or 'negative' SFPCqpiClT. ",
"transfer_ori_acc": 96.5,
"transfer_atk_acc": 96.0
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 64.79,
"origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
"atk_acc": 63.38,
"atk_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment' Cev0s49fbe. ",
"transfer_ori_acc": 66.19718309859155,
"transfer_atk_acc": 69.01408450704226
},
{
"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": 66.2,
"atk_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment' 5XeflW1ZJc. ",
"transfer_ori_acc": 60.56338028169014,
"transfer_atk_acc": 63.38028169014085
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 45.92,
"origin_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D'.",
"atk_acc": 45.04,
"atk_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D' KjPJJ2a7RB. ",
"transfer_ori_acc": 66.0,
"transfer_atk_acc": 66.0
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 46.99,
"origin_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D'.",
"atk_acc": 45.04,
"atk_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D' SFPCqpiClT.",
"transfer_ori_acc": 65.5,
"transfer_atk_acc": 65.5
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 87.91,
"origin_prompt": "From the context, provide the most precise answer. If the answer is not in the context, respond with 'unanswerable'.",
"atk_acc": 87.05,
"atk_prompt": "From the context, provide the most precise answer. If the answer is not in the context, respond with 'unanswerable' 5yWbBXztUY.",
"transfer_ori_acc": 69.33640054239395,
"transfer_atk_acc": 68.59989260588603
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 87.05,
"origin_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable'.",
"atk_acc": 86.55,
"atk_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable' 5XeflW1ZJc.",
"transfer_ori_acc": 71.1631951530121,
"transfer_atk_acc": 74.10685231284573
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.22,
"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 LkF0FZxMZ4 {}. ",
"transfer_ori_acc": 0.23991880278182126,
"transfer_atk_acc": 0.2348130480000894
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.22,
"origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}.",
"atk_acc": 0.21,
"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": 0.244428238867859,
"transfer_atk_acc": 0.2280062687297454
},
{
"dataset": "un_multi",
"type": "task",
"origin_acc": 0.31,
"origin_prompt": "Translate the following text from the source language {} to the target language {}.",
"atk_acc": 0.3,
"atk_prompt": "Translate the following text from the source language {} to the target language Cev0s49fbe {}. ",
"transfer_ori_acc": 0.3520628408924414,
"transfer_atk_acc": 0.35416969837419654
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.31,
"origin_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to {}.",
"atk_acc": 0.29,
"atk_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to OB4KVJzIft {}. ",
"transfer_ori_acc": 0.3486649402303781,
"transfer_atk_acc": 0.3424551550058589
},
{
"dataset": "math",
"type": "task",
"origin_acc": 17.5,
"origin_prompt": "Resolve the following mathematical question associated with {}.",
"atk_acc": 15.62,
"atk_prompt": "Resolve the following mathematical question associated with 6a4Yn3RGVc {}. ",
"transfer_ori_acc": 22.5,
"transfer_atk_acc": 24.375
},
{
"dataset": "math",
"type": "role",
"origin_acc": 17.5,
"origin_prompt": "Imagine being a math mentor and determine the solution to the following problem with {}.",
"atk_acc": 15.62,
"atk_prompt": "Imagine being a math mentor and determine the solution to the following problem with b74X5IVXQY {}. ",
"transfer_ori_acc": 22.5,
"transfer_atk_acc": 23.75
}
] |