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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": 69.0,
"transfer_atk_acc": 44.1
},
{
"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": 32.35294117647059,
"transfer_atk_acc": 39.950980392156865
},
{
"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": 26.5,
"transfer_atk_acc": 17.9
},
{
"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": 23.9,
"transfer_atk_acc": 2.3
},
{
"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": 27.075812274368232,
"transfer_atk_acc": 16.60649819494585
},
{
"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": 32.798165137614674,
"transfer_atk_acc": 49.19724770642202
},
{
"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": 25.352112676056336,
"transfer_atk_acc": 14.084507042253522
},
{
"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": 22.69503546099291,
"transfer_atk_acc": 28.368794326241137
}
] |