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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 85.9,
"origin_prompt": "Determine if the grammar of the given sentence is 'Acceptable' or 'Unacceptable':",
"atk_acc": 66.1,
"atk_prompt": "Determine if the grammar of the given sentence is 'Acceptable' or 'Unacceptable' EAB4KP2NVY:",
"transfer_ori_acc": 75.5,
"transfer_atk_acc": 74.0
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 86.1,
"origin_prompt": "In your role as a grammar check tool, assess the following sentence and classify it as 'acceptable' if it is grammatically correct or 'unacceptable' if it is incorrect:",
"atk_acc": 55.0,
"atk_prompt": "In your role as a grammar check tool, assess the following sentence and classify it as 'acceptable' if it is grammatically correct or 'unacceptable' if it is incorrect bhrRSokrfa:",
"transfer_ori_acc": 77.5,
"transfer_atk_acc": 77.0
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 86.52,
"origin_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent'.",
"atk_acc": 85.05,
"atk_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent' MSAddJ4D2a. ",
"transfer_ori_acc": 76.0,
"transfer_atk_acc": 74.0
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 87.01,
"origin_prompt": "As a textual similarity evaluator, analyze the following pair of sentences and determine if they are semantically 'equivalent' or 'not_equivalent'.",
"atk_acc": 87.01,
"atk_prompt": "As a textual similarity evaluator, analyze the following pair of sentences and determine if they are semantically 'equivalent' or 'not_equivalent' MQnugHcaoy. ",
"transfer_ori_acc": 76.5,
"transfer_atk_acc": 73.0
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 94.0,
"origin_prompt": "Given the question and context provided, determine if the answer can be inferred by choosing 'entailment' or 'not_entailment'.",
"atk_acc": 93.9,
"atk_prompt": "Given the question and context provided, determine if the answer can be inferred by choosing 'entailment' or 'not_entailment' CuVpbbkC4c. ",
"transfer_ori_acc": 70.0,
"transfer_atk_acc": 75.0
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 94.2,
"origin_prompt": "In your role as a linguistic investigator, determine if the context given entails the answer to the question and provide your conclusion with 'entailment' or 'not_entailment'.",
"atk_acc": 93.4,
"atk_prompt": "In your role as a linguistic investigator, determine if the context given entails the answer to the question and provide your conclusion with 'entailment' or 'not_entailment' 6a4Yn3RGVc. ",
"transfer_ori_acc": 70.0,
"transfer_atk_acc": 75.0
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 88.3,
"origin_prompt": "Do these two sentences convey the same meaning? Indicate with 'equivalent' or 'not_equivalent'.",
"atk_acc": 87.3,
"atk_prompt": "Do these two sentences convey the same meaning? Indicate with 'equivalent' or 'not_equivalent' MSAddJ4D2a. ",
"transfer_ori_acc": 79.5,
"transfer_atk_acc": 80.0
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 88.3,
"origin_prompt": "As an instrument for question comparison evaluation, consider the questions and determine if their meaning is the same, responding with 'equivalent' for similar questions or 'not_equivalent' for different questions.",
"atk_acc": 88.4,
"atk_prompt": "As an instrument for question comparison evaluation, consider the questions and determine if their meaning is the same, responding with 'equivalent' for similar questions or 'not_equivalent' for different questions SFPCqpiClT. ",
"transfer_ori_acc": 82.0,
"transfer_atk_acc": 80.5
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 94.22,
"origin_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.",
"atk_acc": 93.14,
"atk_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment' EAB4KP2NVY.",
"transfer_ori_acc": 83.5,
"transfer_atk_acc": 82.5
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 93.86,
"origin_prompt": "Acting as an entailment detection instrument, determine if the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment':",
"atk_acc": 93.5,
"atk_prompt": "Acting as an entailment detection instrument, determine if the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment' ofw9fEkN5R:",
"transfer_ori_acc": 83.0,
"transfer_atk_acc": 82.5
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 96.56,
"origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative':",
"atk_acc": 95.76,
"atk_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative' Cev0s49fbe: ",
"transfer_ori_acc": 89.5,
"transfer_atk_acc": 93.0
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 96.33,
"origin_prompt": "Working as a sentiment analyzer, please indicate if the following text is 'positive' or 'negative'. Classify:",
"atk_acc": 95.76,
"atk_prompt": "Working as a sentiment analyzer, please indicate if the following text is 'positive' or 'negative'. Classify 9vGXgnbWB8: ",
"transfer_ori_acc": 92.0,
"transfer_atk_acc": 94.0
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 80.28,
"origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
"atk_acc": 74.65,
"atk_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment' EAB4KP2NVY.",
"transfer_ori_acc": 53.52112676056338,
"transfer_atk_acc": 50.70422535211267
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 80.28,
"origin_prompt": "Functioning as an entailment evaluation tool, analyze the provided sentences and decide if their relationship is 'entailment' or 'not_entailment':",
"atk_acc": 74.65,
"atk_prompt": "Functioning as an entailment evaluation tool, analyze the provided sentences and decide if their relationship is 'entailment' or 'not_entailment' 5yWbBXztUY:",
"transfer_ori_acc": 49.29577464788733,
"transfer_atk_acc": 50.70422535211267
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 52.84,
"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": "For the multiple-choice question related to {}, please choose the most accurate answer from 'A', 'B', 'C', or 'D' XStsD2pUzu. ",
"transfer_ori_acc": 63.5,
"transfer_atk_acc": 61.0
},
{
"dataset": "mmlu",
"type": "role",
"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": 51.77,
"atk_prompt": "As an expert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D' IhuBIhoPGc.",
"transfer_ori_acc": 61.0,
"transfer_atk_acc": 59.0
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 90.05,
"origin_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, respond with 'unanswerable'.",
"atk_acc": 88.88,
"atk_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, respond with 'unanswerable' PDCGfz6DL9.",
"transfer_ori_acc": 69.02399528817593,
"transfer_atk_acc": 70.80489295331273
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 90.05,
"origin_prompt": "As a well-informed specialist familiar with the context, provide an answer to the question. If the context doesn't contain an answer, reply with 'unanswerable'.",
"atk_acc": 88.15,
"atk_prompt": "As a well-informed specialist familiar with the context, provide an answer to the question. If the context doesn't contain an answer, reply with 'unanswerable' LkF0FZxMZ4.",
"transfer_ori_acc": 57.89928434523745,
"transfer_atk_acc": 53.2588072784446
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.17,
"origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}:",
"atk_acc": 0.16,
"atk_prompt": "Perform a machine translation for the provided sentence, changing it from {} to SvAp8RlOFn {}:",
"transfer_ori_acc": 0.22174689224486577,
"transfer_atk_acc": 0.22674738052104712
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.18,
"origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}:",
"atk_acc": 0.15,
"atk_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to BWmsLx8xOA {}: ",
"transfer_ori_acc": 0.21989608046166395,
"transfer_atk_acc": 0.22221554624583303
},
{
"dataset": "un_multi",
"type": "task",
"origin_acc": 0.32,
"origin_prompt": "Please perform a translation of the given sentence, converting it from {} to {}:",
"atk_acc": 0.29,
"atk_prompt": "Please perform a translation of the given sentence, converting it from {} to AMsRIKZniY {}:",
"transfer_ori_acc": 0.33291570957929106,
"transfer_atk_acc": 0.3299088578303098
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.32,
"origin_prompt": "Assuming the responsibilities of a professional translator, translate the subsequent text passage from {} to {}:",
"atk_acc": 0.26,
"atk_prompt": "Assuming the responsibilities of a professional translator, translate the subsequent text passage from {} to IhuBIhoPGc {}: ",
"transfer_ori_acc": 0.3345429801281788,
"transfer_atk_acc": 0.3306113219304306
},
{
"dataset": "math",
"type": "task",
"origin_acc": 15.0,
"origin_prompt": "Compute the result of this math task concerning {}:",
"atk_acc": 11.25,
"atk_prompt": "Compute the result of this math task concerning BWmsLx8xOA {}:",
"transfer_ori_acc": 6.25,
"transfer_atk_acc": 6.875000000000001
},
{
"dataset": "math",
"type": "role",
"origin_acc": 15.0,
"origin_prompt": "In the shoes of a mathematics master, obtain the result for this math question that includes {}:",
"atk_acc": 11.25,
"atk_prompt": "In the shoes of a mathematics master, obtain the result for this math question that includes BWmsLx8xOA {}: ",
"transfer_ori_acc": 5.625,
"transfer_atk_acc": 3.75
}
] |