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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 47.7,
"origin_prompt": "Examine the sentence and decide if its grammar is 'Acceptable' or 'Unacceptable'.",
"atk_acc": 8.0,
"atk_prompt": "Discuss the sentencing and choosing if its language is 'Acceptable' or 'Unacceptable'. ",
"transfer_ori_acc": 85.9,
"transfer_atk_acc": 84.3
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 35.2,
"origin_prompt": "Working as a grammar classifier, identify whether the given sentence has correct grammar, and respond with 'acceptable' for correct sentences or 'unacceptable' for incorrect ones.",
"atk_acc": 0.0,
"atk_prompt": "Working as a grammar classifier, identify whether the given sentence has correct jargon, and cope with 'acceptable' for correct punishments or 'unacceptable' for inappropriate ones. ",
"transfer_ori_acc": 85.9,
"transfer_atk_acc": 85.7
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 69.36,
"origin_prompt": "Determine if the meanings of the following sentences are semantically equivalent by responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 35.54,
"atk_prompt": "Decide if the senses of the following sentence are semantically equivalent by meet with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 84.55882352941177,
"transfer_atk_acc": 85.04901960784314
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 68.14,
"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": 13.24,
"atk_prompt": "Towards the feature of a judgements versus psychoanalyst, reviews the supplied sentences and clarified if they convey the same senses by electing 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 86.27450980392157,
"transfer_atk_acc": 85.7843137254902
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 42.7,
"origin_prompt": "Review the given context and question, and decide if the context contains enough information to support the answer by selecting 'entailment' or 'not_entailment'.",
"atk_acc": 0.0,
"atk_prompt": "Discuss the given context and tura, and decide if the context encompasses enough information to support the satisfy by takes 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 94.1,
"transfer_atk_acc": 94.1
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 41.4,
"origin_prompt": "As a semantic researcher, evaluate whether the provided context supports the answer to the question and choose 'entailment' or 'not_entailment'.",
"atk_acc": 0.1,
"atk_prompt": "As a semantic researcher, appraisals whether the provided context supports the answer to the question and taking 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 94.0,
"transfer_atk_acc": 93.60000000000001
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 38.1,
"origin_prompt": "Assess whether the following statements are identical in meaning by answering 'equivalent' or 'not_equivalent'.",
"atk_acc": 21.5,
"atk_prompt": "Estimates whether the following pronouncements are analogous in connotation by answering 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 88.0,
"transfer_atk_acc": 87.8
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 33.0,
"origin_prompt": "In the role of a question similarity analyzer, examine the meaning of the provided questions and decide if they are equivalent, answering with 'equivalent' for equivalent questions or 'not_equivalent' for different questions.",
"atk_acc": 13.9,
"atk_prompt": "Across the rol of a trouble similarity analyzer, exploring the meaning of the lent questions and select if they are equivalent, answered with 'equivalent' for equivalent theme or 'not_equivalent' for various questions. ",
"transfer_ori_acc": 88.1,
"transfer_atk_acc": 88.6
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 43.68,
"origin_prompt": "Review the two statements and categorize their relationship as either 'entailment' or 'not_entailment'.",
"atk_acc": 2.17,
"atk_prompt": "Investigated the two statements and categorize their relation as either 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 92.7797833935018,
"transfer_atk_acc": 93.14079422382672
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 36.82,
"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": 0.0,
"atk_prompt": "In the role of a semantic relationship profiler, review the ties between the given sentences and determining if they fairs entailment or not_entailment. Answers with 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 93.14079422382672,
"transfer_atk_acc": 92.05776173285199
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 18.12,
"origin_prompt": "Evaluate the sentiment of the given text and classify it as 'positive' or 'negative'.",
"atk_acc": 0.0,
"atk_prompt": "Assessment the mood of the made laws and rank it as 'positive' or 'negative'. ",
"transfer_ori_acc": 96.78899082568807,
"transfer_atk_acc": 96.78899082568807
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 26.38,
"origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement.",
"atk_acc": 0.0,
"atk_prompt": "During the rol of a emotion exploring mechanism, respond with 'positive' or 'negative' to rank this affirmations. ",
"transfer_ori_acc": 96.67431192660551,
"transfer_atk_acc": 96.44495412844036
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 23.94,
"origin_prompt": "Does the relationship between the given sentences represent entailment or not_entailment? Respond with 'entailment' or 'not_entailment'.",
"atk_acc": 0.0,
"atk_prompt": "Did the coitus between the given sentence represent entailment or not_entailment? Respondent with 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 76.05633802816901,
"transfer_atk_acc": 76.05633802816901
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 16.9,
"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": 0.0,
"atk_prompt": "Between your role as an entailment valuation appliance, assess the relationship between the given sentences and classify it as 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 77.46478873239437,
"transfer_atk_acc": 76.05633802816901
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 9.1,
"origin_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D'.",
"atk_acc": 3.73,
"atk_prompt": "Answer the consecutive multiple-choice questions about {} by choosing the ok option among 'A', 'B', 'C', or 'D'. ",
"transfer_ori_acc": 53.72340425531915,
"transfer_atk_acc": 53.90070921985816
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 9.22,
"origin_prompt": "With your understanding of {}, kindly answer the subsequent multiple-choice question by selecting 'A', 'B', 'C', or 'D'.",
"atk_acc": 4.61,
"atk_prompt": "With your understand of {}, gracefully answer the forth multiple-choice question by picking 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 53.72340425531915,
"transfer_atk_acc": 54.07801418439716
}
] |