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[
{
"dataset": "cola",
"type": "translation",
"origin_acc": 86.2,
"origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable':",
"atk_acc": 84.7,
"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": 69.0,
"transfer_atk_acc": 54.2
},
{
"dataset": "mrpc",
"type": "translation",
"origin_acc": 88.73,
"origin_prompt": "As a sentence similarity evaluator, analyze the provided sentences and indicate if their meanings are 'equivalent' or 'not_equivalent'.",
"atk_acc": 81.13,
"atk_prompt": "Whether a given pair of sentences is 'equivalent' or 'not_equivalent' depends on the context.",
"transfer_ori_acc": 25.98039215686275,
"transfer_atk_acc": 21.323529411764707
},
{
"dataset": "qnli",
"type": "translation",
"origin_acc": 94.6,
"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": 78.9,
"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": 38.4,
"transfer_atk_acc": 33.800000000000004
},
{
"dataset": "qqp",
"type": "translation",
"origin_acc": 89.2,
"origin_prompt": "While performing question comparison analysis, classify the similarity of the following questions as 'equivalent' for equivalent questions or 'not_equivalent' for different questions.",
"atk_acc": 87.4,
"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": 12.2,
"transfer_atk_acc": 12.2
},
{
"dataset": "rte",
"type": "translation",
"origin_acc": 94.58,
"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": 89.89,
"atk_prompt": "Examine the paraphrases of a given sentence and classify them 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 49.81949458483754,
"transfer_atk_acc": 27.075812274368232
},
{
"dataset": "sst2",
"type": "translation",
"origin_acc": 96.56,
"origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement:",
"atk_acc": 93.46,
"atk_prompt": "Please analyze the emotion in this sentence and classify it as 'positive' or 'negative'.",
"transfer_ori_acc": 32.798165137614674,
"transfer_atk_acc": 46.559633027522935
},
{
"dataset": "wnli",
"type": "translation",
"origin_acc": 80.28,
"origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
"atk_acc": 73.24,
"atk_prompt": "Given a couple of phrases, label their relationship as 'entailment' if one necessarily implies the other, or as 'not_entailment' if there is no such implication.",
"transfer_ori_acc": 38.028169014084504,
"transfer_atk_acc": 42.25352112676056
},
{
"dataset": "mmlu",
"type": "translation",
"origin_acc": 53.19,
"origin_prompt": "As an expert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.",
"atk_acc": 36.52,
"atk_prompt": "Choose the correct answer to the multiple-choice question below. Is '{}' an 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 23.04964539007092,
"transfer_atk_acc": 19.680851063829788
}
] |