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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 77.9,
"origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable':",
"atk_acc": 31.1,
"atk_prompt": "Exapine the gievn sentene and dVecide if it is grammktically sound. Answer with either 'Acceptable' or 'Unacceptable':",
"transfer_ori_acc": 50.0,
"transfer_atk_acc": 54.1
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 76.3,
"origin_prompt": "As an instrument for grammar evaluation, consider the sentence and determine if its grammar is correct, responding with 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar:",
"atk_acc": 36.5,
"atk_prompt": "sA an instrument for grammar evaluatiJn, cnsider the setnence and deterbmine if its grmamar is crorect, reYponding with 'acceptable' for corect gramOar or 'unacceptable' for incorGect rgammar:",
"transfer_ori_acc": 36.199999999999996,
"transfer_atk_acc": 36.8
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 82.35,
"origin_prompt": "Compare the following sentences and determine if they share the same semantic meaning by responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 76.96,
"atk_prompt": "Compar the folhowing sentences and deWermine if they share the same semantic emaning by respondig with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 67.40196078431373,
"transfer_atk_acc": 57.107843137254896
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 82.6,
"origin_prompt": "In your capacity as a semantic comparison tool, examine the given sentences and decide if their meanings are identical, responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 62.25,
"atk_prompt": "In your capacity as a seantic coGparison tolo, exaine the given esentences and decide if their meanings are identiacl, resYonding with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 64.2156862745098,
"transfer_atk_acc": 14.950980392156863
},
{
"dataset": "qnli",
"type": "task",
"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": 38.6,
"atk_prompt": "Evlauate whyther the giGven cotext supporzs the answeQ to the quePtion by rseponding with 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 26.5,
"transfer_atk_acc": 17.2
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 89.4,
"origin_prompt": "As a semantic interpreter, assess whether the provided context supports the answer to the given question and answer with 'entailment' or 'not_entailment'.",
"atk_acc": 2.1,
"atk_prompt": "sA a esmantic interpreter, aBssess whehter the proviedd contexYt spuports the answher to the gEven questin and answOr with 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 8.7,
"transfer_atk_acc": 8.6
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 87.8,
"origin_prompt": "Can these two statements be considered equal in meaning? Answer with 'equivalent' or 'not_equivalent'.",
"atk_acc": 59.8,
"atk_prompt": "Can these tow statYements be cnosidered qeual in maening? AnsweI with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 22.900000000000002,
"transfer_atk_acc": 17.2
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 86.9,
"origin_prompt": "Functioning as a question similarity evaluation tool, analyze the given questions and decide if they share the same meaning, responding with 'equivalent' or 'not_equivalent'.",
"atk_acc": 81.4,
"atk_prompt": "Functioning as a question smiilarity eavluation toXl, analyze the givYen questions and decidae if they share the same meajning, responding with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 14.6,
"transfer_atk_acc": 10.4
},
{
"dataset": "rte",
"type": "task",
"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": 81.95,
"atk_prompt": "Aer the following two Ysentences entailment or not_entailment? nswer me with \"entailment\" or \"not_entailment\", just one word. ",
"transfer_ori_acc": 27.075812274368232,
"transfer_atk_acc": 14.079422382671481
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 84.84,
"origin_prompt": "While performing entailment analysis, classify the relationship between the provided sentences as 'entailment' or 'not_entailment':",
"atk_acc": 82.67,
"atk_prompt": "While performing entailment analysis, cassify the reiationship between the proviLded sentences as 'entailment' or 'not_entailment':",
"transfer_ori_acc": 23.104693140794225,
"transfer_atk_acc": 18.4115523465704
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 94.84,
"origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative':",
"atk_acc": 94.04,
"atk_prompt": "Analze the tone of this sattement and respond with either 'positive' or 'negative': ",
"transfer_ori_acc": 47.935779816513765,
"transfer_atk_acc": 47.706422018348626
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 95.3,
"origin_prompt": "Serving as a sentiment evaluation model, determine if the given statement is 'positive' or 'negative'. Classify:",
"atk_acc": 64.91,
"atk_prompt": "Servign as a sentimBnt envaluation model, Qetermine if the Iiven statemen is 'positive' or 'negative'. Classhfy: ",
"transfer_ori_acc": 26.261467889908257,
"transfer_atk_acc": 48.96788990825688
},
{
"dataset": "wnli",
"type": "task",
"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": 60.56,
"atk_prompt": "Are the follHwing Ntwo sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one wor. ",
"transfer_ori_acc": 25.352112676056336,
"transfer_atk_acc": 23.943661971830984
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 66.2,
"origin_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment':",
"atk_acc": 57.75,
"atk_prompt": "As an entailment identfiication zystem, examine the connection between the flolowing sentences and respond with 'entailment' or 'not_entailment':",
"transfer_ori_acc": 43.66197183098591,
"transfer_atk_acc": 38.028169014084504
},
{
"dataset": "mmlu",
"type": "task",
"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": 42.2,
"atk_prompt": "For each multiple-chotce question about {}, dentify the caorrect answedr by selccting 'A', 'B', 'C', or 'D'. ",
"transfer_ori_acc": 22.69503546099291,
"transfer_atk_acc": 19.326241134751772
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 44.86,
"origin_prompt": "Utilizing your expertise in {}, answer the following multiple-choice question by picking 'A', 'B', 'C', or 'D'.",
"atk_acc": 41.13,
"atk_prompt": "Utilizing your expertise in {}, ansKer the following multiprle-choice question by ipcking 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 20.74468085106383,
"transfer_atk_acc": 23.93617021276596
}
] |