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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": 78.1,
"atk_prompt": "Determinqe if the grmamar of the igven sentewnce is 'Acceptable' or 'Unacceptable':",
"transfer_ori_acc": 36.4,
"transfer_atk_acc": 44.7
},
{
"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": 84.5,
"atk_prompt": "In your role as a grammar check too, assess the following senttence and classify it as 'acceptable' if it is rgammatically correct or 'unacceptable' if it is incorroct:",
"transfer_ori_acc": 43.1,
"transfer_atk_acc": 3.8
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 87.25,
"origin_prompt": "Can the given sentences be considered semantically identical? Please reply with 'equivalent' or 'not_equivalent'.",
"atk_acc": 83.58,
"atk_prompt": "Can the given sentences be consiedred semantically idePntical? Plaese reply with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 53.431372549019606,
"transfer_atk_acc": 57.59803921568627
},
{
"dataset": "mrpc",
"type": "role",
"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": "A a sentWnce sidmilarity evaluator, analyze the provAded sentences and idnicate if their meanVngs are 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 25.98039215686275,
"transfer_atk_acc": 31.372549019607842
},
{
"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": 93.8,
"atk_prompt": "Given the question and context provided, deermine if the answer can be inferred by choosing 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 17.1,
"transfer_atk_acc": 13.700000000000001
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 94.2,
"origin_prompt": "As a semantic researcher, evaluate whether the provided context supports the answer to the question and choose 'entailment' or 'not_entailment'.",
"atk_acc": 93.3,
"atk_prompt": "us a sAmantic researJcher, evZluate hwether the provided context suports the answer to the question and choose 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 13.4,
"transfer_atk_acc": 10.6
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 88.2,
"origin_prompt": "Please indicate if the following pair of sentences share the same meaning by responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 87.4,
"atk_prompt": "qPlease indicate if the folloing pair of senFences share the same meaning by resopnding with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 31.8,
"transfer_atk_acc": 18.099999999999998
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 88.5,
"origin_prompt": "As a tool for determining question equivalence, review the questions and categorize their similarity as either 'equivalent' or 'not_equivalent'.",
"atk_acc": 87.3,
"atk_prompt": "As a tool for determining question equivalence, review the questions and ategorize their similvarity as eitehr 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 8.200000000000001,
"transfer_atk_acc": 4.2
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 94.22,
"origin_prompt": "Examine the pair of sentences and determine if they exhibit entailment or not_entailment. Answer with either 'entailment' or 'not_entailment'.",
"atk_acc": 92.06,
"atk_prompt": "Examine the pir of sentencs and determine if they exxibit entailment or not_entailment. Answer with eitfer 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 27.79783393501805,
"transfer_atk_acc": 21.660649819494584
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 93.86,
"origin_prompt": "As an instrument for entailment evaluation, consider the two sentences and determine if their relationship is 'entailment' or 'not_entailment'. Respond with 'entailment' or 'not_entailment':",
"atk_acc": 92.78,
"atk_prompt": "As an instrument for entailment evaluation, consider the two sentences and determine if their relationship is 'entailment' or 'not_entailment'. Respodn with 'entailment' or 'not_entailment':",
"transfer_ori_acc": 24.90974729241877,
"transfer_atk_acc": 32.851985559566785
},
{
"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": 95.64,
"atk_prompt": "AnalyVe the tone of this statelent and resBond with etiher 'positive' or 'negative': ",
"transfer_ori_acc": 47.935779816513765,
"transfer_atk_acc": 8.486238532110093
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 96.33,
"origin_prompt": "As a sentiment classifier, determine whether the following text is 'positive' or 'negative'. Please classify:",
"atk_acc": 95.76,
"atk_prompt": "s a sentiment classifier, determine whether the following text is 'positive' or 'negative'. Please claSsify: ",
"transfer_ori_acc": 33.94495412844037,
"transfer_atk_acc": 25.688073394495415
},
{
"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": 76.06,
"atk_prompt": "Nssess the connection between the fnollowing sentences and classify it as 'entailment' or 'not_entailment'.",
"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": 76.06,
"atk_prompt": "Functioning as an entailment ealuation tCol, aSalyze the provided sentences and decide if their relationship is 'entailment' or 'not_entailment':",
"transfer_ori_acc": 43.66197183098591,
"transfer_atk_acc": 40.845070422535215
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 52.84,
"origin_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D'.",
"atk_acc": 51.95,
"atk_prompt": "Pqlease respond to the multiple-choice question about {} by Aelecting the appropriate answer: 'A', 'B', 'C', or 'D'. ",
"transfer_ori_acc": 19.148936170212767,
"transfer_atk_acc": 17.907801418439718
},
{
"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 exert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 23.04964539007092,
"transfer_atk_acc": 24.645390070921984
}
] |