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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": 36.4,
"transfer_atk_acc": 50.8
},
{
"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": 43.1,
"transfer_atk_acc": 10.6
},
{
"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": 54.166666666666664,
"transfer_atk_acc": 14.215686274509803
},
{
"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": 20.34313725490196,
"transfer_atk_acc": 22.30392156862745
},
{
"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": 17.1,
"transfer_atk_acc": 8.6
},
{
"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": 31.5,
"transfer_atk_acc": 36.7
},
{
"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": 28.7,
"transfer_atk_acc": 26.8
},
{
"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": 26.200000000000003,
"transfer_atk_acc": 19.400000000000002
},
{
"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": 27.79783393501805,
"transfer_atk_acc": 20.938628158844764
},
{
"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": 42.96028880866426,
"transfer_atk_acc": 38.628158844765345
},
{
"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": 47.935779816513765,
"transfer_atk_acc": 48.96788990825688
},
{
"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": 41.97247706422018,
"transfer_atk_acc": 23.279816513761467
},
{
"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": 38.028169014084504,
"transfer_atk_acc": 29.577464788732392
},
{
"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": 43.66197183098591,
"transfer_atk_acc": 9.859154929577464
},
{
"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": 18.79432624113475,
"transfer_atk_acc": 21.808510638297875
},
{
"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": 23.04964539007092,
"transfer_atk_acc": 20.56737588652482
}
] |