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[
{
"dataset": "cola",
"type": "translation",
"origin_acc": 78.0,
"origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable':",
"atk_acc": 74.6,
"atk_prompt": "As a tool for classifying valid sentences, determine whether 'acceptable' or 'unacceptable' is based on its grammatical rules.",
"transfer_ori_acc": 86.2,
"transfer_atk_acc": 85.8
},
{
"dataset": "mrpc",
"type": "translation",
"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": 77.7,
"atk_prompt": "Determine whether a given pair of sentences is 'equivalent' or 'not_equivalent', and whether they are semantically identical.",
"transfer_ori_acc": 84.31372549019608,
"transfer_atk_acc": 85.29411764705883
},
{
"dataset": "qnli",
"type": "translation",
"origin_acc": 89.8,
"origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 53.1,
"atk_prompt": "Answer with 'entailment' or 'not_entailment', inferring from the given context.",
"transfer_ori_acc": 93.89999999999999,
"transfer_atk_acc": 93.4
},
{
"dataset": "qqp",
"type": "translation",
"origin_acc": 88.1,
"origin_prompt": "Are the following two questions equivalent or not? Answer me with \"equivalent\" or \"not_equivalent\".",
"atk_acc": 70.9,
"atk_prompt": "As a tool for determining the equivalence of problems, the problems are examined and their similarity is classified as 'equivalent' or 'not_equivalent'.",
"transfer_ori_acc": 87.8,
"transfer_atk_acc": 87.3
},
{
"dataset": "rte",
"type": "translation",
"origin_acc": 86.64,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 80.51,
"atk_prompt": "Determinate the semantic connections of a given sentence and classify it as 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 94.22382671480143,
"transfer_atk_acc": 90.97472924187726
},
{
"dataset": "sst2",
"type": "translation",
"origin_acc": 95.41,
"origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement:",
"atk_acc": 92.78,
"atk_prompt": "Classify what you're trying to convey in this sentence as 'positive' if it's positive, and 'negative' if it's negative.",
"transfer_ori_acc": 96.44495412844036,
"transfer_atk_acc": 96.55963302752293
},
{
"dataset": "wnli",
"type": "translation",
"origin_acc": 66.2,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 49.3,
"atk_prompt": "Examine the paraphrases of a given sentence and classify them 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 78.87323943661971,
"transfer_atk_acc": 78.87323943661971
},
{
"dataset": "mmlu",
"type": "translation",
"origin_acc": 45.74,
"origin_prompt": "For each multiple-choice question about {}, identify the correct answer by selecting 'A', 'B', 'C', or 'D'.",
"atk_acc": 41.84,
"atk_prompt": "Choose the correct answer for '{}' from 'A', 'B', 'C', or 'D' in the multiple choice problem involving,",
"transfer_ori_acc": 51.77304964539007,
"transfer_atk_acc": 53.90070921985816
},
{
"dataset": "squad_v2",
"type": "translation",
"origin_acc": 88.18,
"origin_prompt": "As a proficient expert in the given context, search for the most relevant answer. If the answer cannot be found, respond by saying 'unanswerable'.",
"atk_acc": 84.51,
"atk_prompt": "Please give the cause of the incident mentioned in the context. If the cause is not clear, respond with 'unanswerable'.",
"transfer_ori_acc": 89.88229949874687,
"transfer_atk_acc": 88.87093586238325
},
{
"dataset": "iwslt",
"type": "translation",
"origin_acc": 0.14,
"origin_prompt": "Please perform a translation of the given sentence, converting it from {} to {}:",
"atk_acc": 0.12,
"atk_prompt": "Please translate the sentences below into {}, then {}.",
"transfer_ori_acc": 0.17287994792239936,
"transfer_atk_acc": 0.1731981736461422
},
{
"dataset": "un_multi",
"type": "translation",
"origin_acc": 0.27,
"origin_prompt": "Convert the following sentence from its original {} language to the target language {}:",
"atk_acc": 0.26,
"atk_prompt": "Please translate the next sentence from {} to {}.",
"transfer_ori_acc": 0.31092395135800066,
"transfer_atk_acc": 0.3173709801911563
},
{
"dataset": "math",
"type": "translation",
"origin_acc": 16.25,
"origin_prompt": "Evaluate the following mathematical problem that includes {}:",
"atk_acc": 10.62,
"atk_prompt": "Compute the result of {}.",
"transfer_ori_acc": 13.750000000000002,
"transfer_atk_acc": 12.5
}
] |