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[
{
"dataset": "cola",
"type": "translation",
"origin_acc": 86.9,
"origin_prompt": "In the capacity of a grammar assessment system, indicate if the structure of the provided sentence is grammatically correct, responding with 'acceptable' or 'unacceptable'.",
"atk_acc": 84.6,
"atk_prompt": "As a tool for assessing semantic relevance, categorize the sentence as 'acceptable' or 'unacceptable' according to its meaning and context.",
"transfer_ori_acc": 74.6,
"transfer_atk_acc": 76.4
},
{
"dataset": "mrpc",
"type": "translation",
"origin_acc": 88.97,
"origin_prompt": "As a sentence similarity evaluator, analyze the provided sentences and indicate if their meanings are 'equivalent' or 'not_equivalent'.",
"atk_acc": 84.07,
"atk_prompt": "Whether a given pair of sentences is 'equivalent' or 'not_equivalent' depends on the context.",
"transfer_ori_acc": 79.16666666666666,
"transfer_atk_acc": 80.63725490196079
},
{
"dataset": "qnli",
"type": "translation",
"origin_acc": 94.5,
"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": 83.0,
"atk_prompt": "By analyzing the relations between sentences, determine if a given sentence does not necessarily include other sentences and answer with 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 89.60000000000001,
"transfer_atk_acc": 86.6
},
{
"dataset": "qqp",
"type": "translation",
"origin_acc": 90.0,
"origin_prompt": "As a tool for determining question equivalence, review the questions and categorize their similarity as either 'equivalent' or 'not_equivalent'.",
"atk_acc": 87.7,
"atk_prompt": "Classify sentence equivalence as 'equivalent' or 'not_equivalent' by judging whether two sentences have the same meaning to each other.",
"transfer_ori_acc": 86.3,
"transfer_atk_acc": 85.39999999999999
},
{
"dataset": "rte",
"type": "translation",
"origin_acc": 93.86,
"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": 90.61,
"atk_prompt": "Examine the semantic match of a given sentence and categorize it as 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 83.75451263537906,
"transfer_atk_acc": 80.86642599277978
},
{
"dataset": "sst2",
"type": "translation",
"origin_acc": 96.9,
"origin_prompt": "Working as a sentiment analyzer, please indicate if the following text is 'positive' or 'negative'.",
"atk_acc": 94.38,
"atk_prompt": "As an emotion analysis tool, determine whether the emotion in the text is 'positive' or 'negative'.",
"transfer_ori_acc": 95.29816513761467,
"transfer_atk_acc": 93.34862385321101
},
{
"dataset": "wnli",
"type": "translation",
"origin_acc": 77.46,
"origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
"atk_acc": 74.65,
"atk_prompt": "For the purpose of determining implicative relations, analyze the relations of the following sentences and classify them as 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 64.7887323943662,
"transfer_atk_acc": 57.74647887323944
},
{
"dataset": "mmlu",
"type": "translation",
"origin_acc": 54.08,
"origin_prompt": "For the multiple-choice question related to {}, please choose the most accurate answer from 'A', 'B', 'C', or 'D'.",
"atk_acc": 51.95,
"atk_prompt": "Choose the correct answer to the multiple-choice question below. Is '{}' an 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 45.56737588652482,
"transfer_atk_acc": 45.21276595744681
},
{
"dataset": "squad_v2",
"type": "translation",
"origin_acc": 91.05,
"origin_prompt": "Identify the most relevant answer from the context. If it's not possible to find an answer, state 'unanswerable'.",
"atk_acc": 88.73,
"atk_prompt": "Consider the information derived from the given text and provide the most detailed answer. If the answer is not in the text, please answer 'unanswerable'.",
"transfer_ori_acc": 87.01356406751144,
"transfer_atk_acc": 86.91356406751143
},
{
"dataset": "iwslt",
"type": "translation",
"origin_acc": 0.27,
"origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact.",
"atk_acc": 0.22,
"atk_prompt": "Please translate the next sentence from {} to {}.",
"transfer_ori_acc": 0.2195336520895316,
"transfer_atk_acc": 0.21601471623392518
},
{
"dataset": "un_multi",
"type": "translation",
"origin_acc": 0.36,
"origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}.",
"atk_acc": 0.35,
"atk_prompt": "Please convert the following sentences to {} and translate to {}.",
"transfer_ori_acc": 0.30870734220870066,
"transfer_atk_acc": 0.30344234228764916
},
{
"dataset": "math",
"type": "translation",
"origin_acc": 16.88,
"origin_prompt": "Figure out the solution for the following mathematical task with {}.",
"atk_acc": 10.0,
"atk_prompt": "According to {}, set the following value.",
"transfer_ori_acc": 17.5,
"transfer_atk_acc": 15.625
}
] |