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[
{
"dataset": "cola",
"type": "translation",
"origin_acc": 78.1,
"origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable'.",
"atk_acc": 74.0,
"atk_prompt": "When evaluating the grammar of the sentence, classify it as 'acceptable' or 'unacceptable' according to the rules of the French language.",
"transfer_ori_acc": 80.0,
"transfer_atk_acc": 81.0
},
{
"dataset": "mrpc",
"type": "translation",
"origin_acc": 83.09,
"origin_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent'.",
"atk_acc": 79.66,
"atk_prompt": "Using the semantic comparison method, determine whether the following two statements are 'equivalent' or 'not_equivalent'.",
"transfer_ori_acc": 67.0,
"transfer_atk_acc": 69.5
},
{
"dataset": "qnli",
"type": "translation",
"origin_acc": 89.3,
"origin_prompt": "Based on the provided context and question, decide if the information supports the answer by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 54.8,
"atk_prompt": "Answer with 'entailment' or 'not_entailment', inferring from the given context.",
"transfer_ori_acc": 83.0,
"transfer_atk_acc": 81.0
},
{
"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": 77.9,
"atk_prompt": "As a tool for determining equivalence, check sentences and categorize them into 'equivalent' or 'not_equivalent' categories.",
"transfer_ori_acc": 82.5,
"transfer_atk_acc": 83.5
},
{
"dataset": "rte",
"type": "translation",
"origin_acc": 85.2,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 79.78,
"atk_prompt": "Rate the similarity of a given sentence and categorize it as 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 82.5,
"transfer_atk_acc": 85.5
},
{
"dataset": "sst2",
"type": "translation",
"origin_acc": 95.53,
"origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement.",
"atk_acc": 93.23,
"atk_prompt": "As an emotion analysis tool, determine whether the emotion in the text is 'positive' or 'negative'.",
"transfer_ori_acc": 97.0,
"transfer_atk_acc": 94.5
},
{
"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": 70.4225352112676,
"transfer_atk_acc": 64.7887323943662
},
{
"dataset": "mmlu",
"type": "translation",
"origin_acc": 46.99,
"origin_prompt": "As an expert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.",
"atk_acc": 43.97,
"atk_prompt": "Choose the correct answer for '{}' from 'A', 'B', 'C', or 'D' in the multiple choice problem involving,",
"transfer_ori_acc": 65.5,
"transfer_atk_acc": 64.0
},
{
"dataset": "squad_v2",
"type": "translation",
"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": 86.22,
"atk_prompt": "Briefly describes the situation and provides the corresponding response. If the answer cannot be found, answer with 'unanswerable'.",
"transfer_ori_acc": 69.83640054239395,
"transfer_atk_acc": 72.76139466416227
},
{
"dataset": "iwslt",
"type": "translation",
"origin_acc": 0.22,
"origin_prompt": "Convert the following sentence from its original {} language to the target language {}.",
"atk_acc": 0.2,
"atk_prompt": "Please translate the sentences below into {}, then {}.",
"transfer_ori_acc": 0.23832533943033335,
"transfer_atk_acc": 0.15419195840841615
},
{
"dataset": "un_multi",
"type": "translation",
"origin_acc": 0.31,
"origin_prompt": "Translate the provided sentence from {} to {} while maintaining the original meaning and context.",
"atk_acc": 0.3,
"atk_prompt": "Please translate the given sentence into {} to {}.",
"transfer_ori_acc": 0.3463602362945987,
"transfer_atk_acc": 0.34766151675771106
},
{
"dataset": "math",
"type": "translation",
"origin_acc": 18.12,
"origin_prompt": "Embodying a mathematics advisor, find the answer to the following math problem with {}.",
"atk_acc": 15.62,
"atk_prompt": "According to {}, set the following value.",
"transfer_ori_acc": 23.125,
"transfer_atk_acc": 25.0
}
] |