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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 77.5,
"origin_prompt": "Assess the grammatical structure of the given sentence and classify it as 'Acceptable' or 'Unacceptable':",
"atk_acc": 6.5,
"atk_prompt": "As sess the garmmatical structure of the conferred sentence and classify it as 'Acceptable' or 'Unacceptable':",
"transfer_ori_acc": 75.5,
"transfer_atk_acc": 74.5
},
{
"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": 9.5,
"atk_prompt": "While prforming grammar analyzing, classify the grammar of the follows sentеnce as 'acceptable' for correcting gammar or 'unacceptable' for incorrect ɡrammar:",
"transfer_ori_acc": 75.5,
"transfer_atk_acc": 72.5
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 75.0,
"origin_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent'.",
"atk_acc": 67.5,
"atk_prompt": "Evaluate wհether the both provided sentences convey the same meaninɡ by answeriոg 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 81.86274509803921,
"transfer_atk_acc": 83.33333333333334
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 75.0,
"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": 9.0,
"atk_prompt": "In your capacities as a semɑntic assessment tool, evaluate the provdied penalties and classify their meaning as 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 76.47058823529412,
"transfer_atk_acc": 78.67647058823529
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 77.0,
"origin_prompt": "Consider the context and question, and indicate if the answer can be logically deduced from the context by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 57.0,
"atk_prompt": "Considеr the context and question, and idicate if the respond can be logically ԁeduced from the context by ⲅesponding with 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 83.39999999999999,
"transfer_atk_acc": 79.7
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 78.5,
"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": 20.0,
"atk_prompt": "Because a textual inference expert, analysing if the answeⲅ to the question can be deduced from the providеd contex𝚝 and choosing 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 78.10000000000001,
"transfer_atk_acc": 71.5
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 81.5,
"origin_prompt": "Assess whether the following statements are identical in meaning by answering 'equivalent' or 'not_equivalent'.",
"atk_acc": 44.5,
"atk_prompt": "Assess whether the following statements are analogous in maning by answeⲅing 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 87.6,
"transfer_atk_acc": 87.5
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 83.0,
"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": 77.5,
"atk_prompt": "As an instrument for problem comparison evɑluation, consider the ques𝚝ions and determine if their meaning is the same, respond with 'equivalent' for similar questiоns or 'not_equivalent' for different questions. ",
"transfer_ori_acc": 87.3,
"transfer_atk_acc": 87.1
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 83.0,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 78.5,
"atk_prompt": "Be the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word. ",
"transfer_ori_acc": 88.08664259927798,
"transfer_atk_acc": 83.39350180505414
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 81.0,
"origin_prompt": "Working as an entailment classifier, identify whether the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment':",
"atk_acc": 74.5,
"atk_prompt": "Working as an entailment classifier, detecting if the given torque of sentences displays entailment or not_entailment. Answering with 'entailment' or 'not_entailment':",
"transfer_ori_acc": 83.03249097472924,
"transfer_atk_acc": 83.75451263537906
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 90.0,
"origin_prompt": "Review this statement and decide whether it has a 'positive' or 'negative' sentiment:",
"atk_acc": 82.5,
"atk_prompt": "Review this speeches and decide if it has a 'positive' or 'negative' sentiment: ",
"transfer_ori_acc": 95.06880733944955,
"transfer_atk_acc": 94.61009174311926
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 93.5,
"origin_prompt": "Acting as a sentiment evaluator, identify if the given sentence is 'positive' or 'negative'. Classify:",
"atk_acc": 86.0,
"atk_prompt": "Atcing as a sentiemnt evalua𝚝or, detecting if the given sentence is 'positive' or 'negative'. Classify: ",
"transfer_ori_acc": 95.06880733944955,
"transfer_atk_acc": 94.72477064220183
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 67.61,
"origin_prompt": "Examine the pair of sentences and determine if they exhibit entailment or not_entailment. Answer with either 'entailment' or 'not_entailment'.",
"atk_acc": 52.11,
"atk_prompt": "Examine the paiⲅ of sentences and determines if they exhibit entailment or not_entailment. Answer with neither 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 61.97183098591549,
"transfer_atk_acc": 64.7887323943662
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 60.56,
"origin_prompt": "Working as an entailment classifier, identify whether the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment':",
"atk_acc": 52.11,
"atk_prompt": "Working as an entailment classifier, detects whether the given pair of sentences displays entailment or not_entailment. Answering with 'entailment' or 'not_entailment':",
"transfer_ori_acc": 57.74647887323944,
"transfer_atk_acc": 57.74647887323944
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 62.5,
"origin_prompt": "Regarding the following multiple-choice question on {}, pick the correct answer from the options 'A', 'B', 'C', or 'D'.",
"atk_acc": 51.0,
"atk_prompt": "Regarding the hereafter multiple-choice question on {}, piϲk the corrects answers from the options 'A', 'B', 'C', or 'D'. ",
"transfer_ori_acc": 44.32624113475177,
"transfer_atk_acc": 44.680851063829785
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 62.5,
"origin_prompt": "With your knowledge of {}, tackle the following multiple-choice question by choosing 'A', 'B', 'C', or 'D'.",
"atk_acc": 57.5,
"atk_prompt": "Witհ your knowledge of {}, confront the following multipⅼe-choice question by select 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 43.97163120567376,
"transfer_atk_acc": 44.858156028368796
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 69.27,
"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": 49.17,
"atk_prompt": "Based on the given ambient, provide the nicest achievable answer. If there's no answer avaiⅼable in the context, respond with 'unanswerable'.",
"transfer_ori_acc": 87.04992770387507,
"transfer_atk_acc": 87.64992770387508
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 64.85,
"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": 14.05,
"atk_prompt": "As an expert with a deepest understanding of the context, found the nicest respond. Though the context doesn't incⅼude an answers, telling 'unanswerable'.",
"transfer_ori_acc": 88.04992770387507,
"transfer_atk_acc": 87.58932164326902
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.22,
"origin_prompt": "Translate the provided sentence from {} to {} while maintaining the original meaning and context:",
"atk_acc": 0.19,
"atk_prompt": "Translate the provied punishments from {} to {} while maintaining the original meaning and context:",
"transfer_ori_acc": 0.12847010019593297,
"transfer_atk_acc": 0.13516467912232863
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.22,
"origin_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to {}:",
"atk_acc": 0.03,
"atk_prompt": "Pick on the role of a certified translation, fulfilling a translation of the yielded sentence from {} to {}: ",
"transfer_ori_acc": 0.14266566803921382,
"transfer_atk_acc": 0.13671812855476675
},
{
"dataset": "un_multi",
"type": "task",
"origin_acc": 0.34,
"origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}:",
"atk_acc": 0.32,
"atk_prompt": "Perform a typewriters translation for the provided sentence, altered it from {} to {}:",
"transfer_ori_acc": 0.26814405340158265,
"transfer_atk_acc": 0.27318496651757523
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.34,
"origin_prompt": "While acting as an experienced language expert, translate the following text from {} to {}:",
"atk_acc": 0.32,
"atk_prompt": "Whilst acting as an experienced language expert, translate the following laws from {} to {}: ",
"transfer_ori_acc": 0.26489202618745367,
"transfer_atk_acc": 0.26471912913694645
},
{
"dataset": "math",
"type": "task",
"origin_acc": 6.25,
"origin_prompt": "Resolve the following mathematical question associated with {}:",
"atk_acc": 3.75,
"atk_prompt": "Solving the following mathematical question associɑted with {}:",
"transfer_ori_acc": 9.375,
"transfer_atk_acc": 14.374999999999998
},
{
"dataset": "math",
"type": "role",
"origin_acc": 5.0,
"origin_prompt": "In the position of a mathematics coach, figure out the answer to this math challenge involving {}:",
"atk_acc": 1.25,
"atk_prompt": "In the poste of a mathematical coach, figure out the replying to this math challenge involving {}: ",
"transfer_ori_acc": 13.750000000000002,
"transfer_atk_acc": 13.125
}
] |