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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": 72.5,
"atk_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable' zexKUTWJYG:",
"transfer_ori_acc": 76.5,
"transfer_atk_acc": 75.5
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 79.0,
"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": 45.0,
"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": 75.5,
"transfer_atk_acc": 74.1
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 75.5,
"origin_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent'.",
"atk_acc": 72.0,
"atk_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent' SvAp8RlOFn. ",
"transfer_ori_acc": 81.86274509803921,
"transfer_atk_acc": 82.35294117647058
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 75.5,
"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": 73.5,
"atk_prompt": "In your capacity as a semantic assessment tool, evaluate the provided sentences and classify their meanings as 'equivalent' or 'not_equivalent' Kw6nrs57gH. ",
"transfer_ori_acc": 76.47058823529412,
"transfer_atk_acc": 74.75490196078431
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 78.0,
"origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 75.5,
"atk_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment' ItGDrrA1Sc. ",
"transfer_ori_acc": 90.4,
"transfer_atk_acc": 89.5
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 78.0,
"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": 74.5,
"atk_prompt": "As a semantic researcher, evaluate whether the provided context supports the answer to the question and choose 'entailment' or 'not_entailment' 6a4Yn3RGVc. ",
"transfer_ori_acc": 89.1,
"transfer_atk_acc": 88.7
},
{
"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": 78.0,
"atk_prompt": "Assess whether the following statements are identical in meaning by answering 'equivalent' or 'not_equivalent' iia2yL9Uzm. ",
"transfer_ori_acc": 87.6,
"transfer_atk_acc": 87.7
},
{
"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": 80.5,
"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 Cev0s49fbe. ",
"transfer_ori_acc": 87.3,
"transfer_atk_acc": 87.5
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 82.5,
"origin_prompt": "Determine if the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment'.",
"atk_acc": 80.0,
"atk_prompt": "Determine if the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment' MSAddJ4D2a.",
"transfer_ori_acc": 84.11552346570397,
"transfer_atk_acc": 84.11552346570397
},
{
"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": 80.0,
"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' 6a4Yn3RGVc:",
"transfer_ori_acc": 85.5595667870036,
"transfer_atk_acc": 85.92057761732852
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 93.0,
"origin_prompt": "Determine the overall sentiment of this sentence, categorizing it as 'positive' or 'negative':",
"atk_acc": 90.0,
"atk_prompt": "Determine the overall sentiment of this sentence, categorizing it as 'positive' or 'negative' AMsRIKZniY: ",
"transfer_ori_acc": 94.26605504587155,
"transfer_atk_acc": 94.38073394495413
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 92.5,
"origin_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify:",
"atk_acc": 92.0,
"atk_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify Cev0s49fbe: ",
"transfer_ori_acc": 94.83944954128441,
"transfer_atk_acc": 94.83944954128441
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 64.79,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 59.15,
"atk_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word zexKUTWJYG. ",
"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": 57.75,
"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' 5XeflW1ZJc:",
"transfer_ori_acc": 54.929577464788736,
"transfer_atk_acc": 53.52112676056338
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 64.0,
"origin_prompt": "Regarding the following multiple-choice question on {}, pick the correct answer from the options 'A', 'B', 'C', or 'D'.",
"atk_acc": 58.0,
"atk_prompt": "Regarding the following multiple-choice question on {}, pick the correct answer from the options 'A', 'B', 'C', or 'D' Pbl3tYuoRo. ",
"transfer_ori_acc": 44.32624113475177,
"transfer_atk_acc": 44.50354609929078
},
{
"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": 58.0,
"atk_prompt": "As a skilled person in the field of {}, please respond to the multiple-choice question by choosing 'A', 'B', 'C', or 'D' IhuBIhoPGc.",
"transfer_ori_acc": 44.680851063829785,
"transfer_atk_acc": 45.0354609929078
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 69.16,
"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": 64.99,
"atk_prompt": "Based on the given context, provide the best possible answer. If there's no answer available in the context, respond with 'unanswerable' ItGDrrA1Sc.",
"transfer_ori_acc": 87.04992770387507,
"transfer_atk_acc": 87.54992770387507
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 64.31,
"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": 60.2,
"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' d6ZQ3u0GBQ.",
"transfer_ori_acc": 88.04992770387507,
"transfer_atk_acc": 88.04992770387507
},
{
"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": 0.21,
"atk_prompt": "Translate the provided sentence from {} to {} while maintaining the original meaning and context zq0DcZ5dnI:",
"transfer_ori_acc": 0.12847010019593297,
"transfer_atk_acc": 0.13452105947739143
},
{
"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 SFPCqpiClT {}: ",
"transfer_ori_acc": 0.13904950536673938,
"transfer_atk_acc": 0.12181412545498613
},
{
"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": 0.33,
"atk_prompt": "Perform a machine translation for the provided sentence, changing it from {} to Kw6nrs57gH {}:",
"transfer_ori_acc": 0.26814405340158265,
"transfer_atk_acc": 0.26255854470098927
},
{
"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": 0.33,
"atk_prompt": "While acting as an experienced language expert, translate the following text from {} to Kw6nrs57gH {}: ",
"transfer_ori_acc": 0.26489202618745367,
"transfer_atk_acc": 0.25410191629878426
},
{
"dataset": "math",
"type": "task",
"origin_acc": 6.88,
"origin_prompt": "Calculate the answer to the following math query about {}:",
"atk_acc": 5.0,
"atk_prompt": "Calculate the answer to the following math query about 6a4Yn3RGVc {}:",
"transfer_ori_acc": 13.125,
"transfer_atk_acc": 11.875
},
{
"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": 2.5,
"atk_prompt": "Embodying a mathematics advisor, find the answer to the following math problem with 9vGXgnbWB8 {}: ",
"transfer_ori_acc": 11.25,
"transfer_atk_acc": 12.5
}
] |