results_transfer/google-flan-t5-large_google-flan-ul2/deepwordbug_0_shot.json

[
    {
        "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": 86.1,
        "transfer_atk_acc": 85.6
    },
    {
        "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": 86.3,
        "transfer_atk_acc": 82.39999999999999
    },
    {
        "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": 86.02941176470588,
        "transfer_atk_acc": 86.76470588235294
    },
    {
        "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": 87.00980392156863,
        "transfer_atk_acc": 86.27450980392157
    },
    {
        "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": 93.89999999999999,
        "transfer_atk_acc": 94.19999999999999
    },
    {
        "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": 94.6,
        "transfer_atk_acc": 94.39999999999999
    },
    {
        "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": 87.4,
        "transfer_atk_acc": 86.6
    },
    {
        "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": 88.0,
        "transfer_atk_acc": 88.5
    },
    {
        "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": 94.22382671480143,
        "transfer_atk_acc": 93.14079422382672
    },
    {
        "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": 93.50180505415162,
        "transfer_atk_acc": 94.22382671480143
    },
    {
        "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": 96.3302752293578,
        "transfer_atk_acc": 96.10091743119266
    },
    {
        "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": 96.21559633027523,
        "transfer_atk_acc": 96.3302752293578
    },
    {
        "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": 78.87323943661971,
        "transfer_atk_acc": 77.46478873239437
    },
    {
        "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": 80.28169014084507,
        "transfer_atk_acc": 78.87323943661971
    },
    {
        "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": 51.77304964539007,
        "transfer_atk_acc": 52.659574468085104
    },
    {
        "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": 52.12765957446809,
        "transfer_atk_acc": 52.659574468085104
    },
    {
        "dataset": "squad_v2",
        "type": "task",
        "origin_acc": 87.55,
        "origin_prompt": "Find the correct answer in the context provided. If an answer cannot be found, please respond with 'unanswerable'.",
        "atk_acc": 85.32,
        "atk_prompt": "Find the Dcorrect answer in the context provided. GIf an answer cannot be found, please erspond with 'unanswerable'.",
        "transfer_ori_acc": 89.98646616541353,
        "transfer_atk_acc": 89.88229949874687
    },
    {
        "dataset": "squad_v2",
        "type": "role",
        "origin_acc": 88.05,
        "origin_prompt": "As an expert with a deep understanding of the context, find the best answer. If the context doesn't include an answer, say 'unanswerable'.",
        "atk_acc": 86.92,
        "atk_prompt": "As an expert with a deep understanding of the context, fHind the best answer. If the context doesn't include an answer, say 'unanswerable'.",
        "transfer_ori_acc": 89.44479949874687,
        "transfer_atk_acc": 89.38229949874687
    },
    {
        "dataset": "iwslt",
        "type": "task",
        "origin_acc": 0.14,
        "origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}:",
        "atk_acc": 0.08,
        "atk_prompt": "Perorm a nachine translatiou for the providde sentecne, changing it from {} to {}:",
        "transfer_ori_acc": 0.1762435094015067,
        "transfer_atk_acc": 0.17554033895297877
    },
    {
        "dataset": "iwslt",
        "type": "role",
        "origin_acc": 0.14,
        "origin_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to {}:",
        "atk_acc": 0.07,
        "atk_prompt": "TakIing on the roel of a certifieFd trLanslator, erform a translaton of the guiven Ventence from {} to {}: ",
        "transfer_ori_acc": 0.1727120569025014,
        "transfer_atk_acc": 0.16253885060575285
    },
    {
        "dataset": "un_multi",
        "type": "task",
        "origin_acc": 0.27,
        "origin_prompt": "Convert the following sentence from its original {} language to the target language {}:",
        "atk_acc": 0.12,
        "atk_prompt": "ConvHert the folloiwng setnence from its origianl {} langudage to the trget languaoe {}:",
        "transfer_ori_acc": 0.31092395135800066,
        "transfer_atk_acc": 0.3062529126605774
    },
    {
        "dataset": "un_multi",
        "type": "role",
        "origin_acc": 0.27,
        "origin_prompt": "As a qualified translator, convert the given sentence from its original {} language to the target language {}:",
        "atk_acc": 0.16,
        "atk_prompt": "ks a qualifieA translator, covnert the given sentence from its original {} language to the target lanugage {}: ",
        "transfer_ori_acc": 0.3122539424318205,
        "transfer_atk_acc": 0.30671914217818197
    },
    {
        "dataset": "math",
        "type": "task",
        "origin_acc": 16.25,
        "origin_prompt": "Evaluate the following mathematical problem that includes {}:",
        "atk_acc": 8.12,
        "atk_prompt": "vEaluate the followinLg mtahematical problem that incldes {}:",
        "transfer_ori_acc": 13.750000000000002,
        "transfer_atk_acc": 13.750000000000002
    },
    {
        "dataset": "math",
        "type": "role",
        "origin_acc": 13.12,
        "origin_prompt": "As a mathematics instructor, calculate the answer to the following problem related to {}:",
        "atk_acc": 8.12,
        "atk_prompt": "As a mathematics iestructor, calculate the answex to the following problem related to {}: ",
        "transfer_ori_acc": 15.0,
        "transfer_atk_acc": 15.0
    }
]