results_transfer/google-flan-ul2_google-flan-t5-large/textfooler_3_shot.json

[
    {
        "dataset": "cola",
        "type": "task",
        "origin_acc": 86.4,
        "origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable'.",
        "atk_acc": 39.5,
        "atk_prompt": "Inspect the made condemning and select if it is grammatically healthier. Answers with either 'Acceptable' or 'Unacceptable'. ",
        "transfer_ori_acc": 77.7,
        "transfer_atk_acc": 76.3
    },
    {
        "dataset": "cola",
        "type": "role",
        "origin_acc": 86.6,
        "origin_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar.",
        "atk_acc": 73.0,
        "atk_prompt": "While performing grammar scans, classify the verbs of the afterward condemned as 'acceptable' for correctness grammar or 'unacceptable' for inappropriate vocabulary. ",
        "transfer_ori_acc": 75.7,
        "transfer_atk_acc": 74.0
    },
    {
        "dataset": "mrpc",
        "type": "task",
        "origin_acc": 86.52,
        "origin_prompt": "Compare the following sentences and determine if they share the same semantic meaning by responding with 'equivalent' or 'not_equivalent'.",
        "atk_acc": 83.58,
        "atk_prompt": "Compare the later judgements and defines if they exchange the same semantic sensation by answered with 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 80.3921568627451,
        "transfer_atk_acc": 79.90196078431373
    },
    {
        "dataset": "mrpc",
        "type": "role",
        "origin_acc": 89.22,
        "origin_prompt": "As a sentence similarity evaluator, analyze the provided sentences and indicate if their meanings are 'equivalent' or 'not_equivalent'.",
        "atk_acc": 85.29,
        "atk_prompt": "As a sentence metaphor evaluator, analyze the brought priors and demonstrating if their meanings are 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 79.16666666666666,
        "transfer_atk_acc": 81.86274509803921
    },
    {
        "dataset": "qnli",
        "type": "task",
        "origin_acc": 94.0,
        "origin_prompt": "Analyze the context and question, and indicate if the context entails the answer by choosing 'entailment' or 'not_entailment'.",
        "atk_acc": 54.2,
        "atk_prompt": "Explore the context and question, and suggest if the context involves the rebuttal by selected 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 87.3,
        "transfer_atk_acc": 83.5
    },
    {
        "dataset": "qnli",
        "type": "role",
        "origin_acc": 93.9,
        "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": 61.5,
        "atk_prompt": "Because a semantic inquisitors, appraise whether the provided context alleges the rebuttal to the issuing and selector 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 87.3,
        "transfer_atk_acc": 85.1
    },
    {
        "dataset": "qqp",
        "type": "task",
        "origin_acc": 88.7,
        "origin_prompt": "Examine the following expressions and tell me if they are alike in meaning by using 'equivalent' or 'not_equivalent'.",
        "atk_acc": 85.9,
        "atk_prompt": "Examine the afterward words and saying me if they are uniformly in connotation by using 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 86.7,
        "transfer_atk_acc": 85.39999999999999
    },
    {
        "dataset": "qqp",
        "type": "role",
        "origin_acc": 90.0,
        "origin_prompt": "As a tool for determining question equivalence, review the questions and categorize their similarity as either 'equivalent' or 'not_equivalent'.",
        "atk_acc": 87.6,
        "atk_prompt": "Because a tool for determining question equivalence, examination the queries and classifications their likeness as either 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 86.3,
        "transfer_atk_acc": 86.8
    },
    {
        "dataset": "rte",
        "type": "task",
        "origin_acc": 93.5,
        "origin_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.",
        "atk_acc": 92.42,
        "atk_prompt": "Deciding whether the given pair of sentencing demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 84.83754512635379,
        "transfer_atk_acc": 85.1985559566787
    },
    {
        "dataset": "rte",
        "type": "role",
        "origin_acc": 93.5,
        "origin_prompt": "As a tool for determining entailment relationships, review the two statements and categorize their connection as either 'entailment' or 'not_entailment'.",
        "atk_acc": 91.34,
        "atk_prompt": "Because a device for determining entailment relationships, review the two words and categorize their connection as either 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 83.39350180505414,
        "transfer_atk_acc": 81.94945848375451
    },
    {
        "dataset": "sst2",
        "type": "task",
        "origin_acc": 96.79,
        "origin_prompt": "Determine the overall sentiment of this sentence, categorizing it as 'positive' or 'negative'.",
        "atk_acc": 93.46,
        "atk_prompt": "Determine the plenary senses of this condemning, categorizing it as 'positive' or 'negative'. ",
        "transfer_ori_acc": 94.38073394495413,
        "transfer_atk_acc": 94.38073394495413
    },
    {
        "dataset": "sst2",
        "type": "role",
        "origin_acc": 96.56,
        "origin_prompt": "As a sentiment classifier, determine whether the following text is 'positive' or 'negative'.",
        "atk_acc": 95.18,
        "atk_prompt": "As a emotion classifier, ascertain whether the suite wording is 'positive' or 'negative'. ",
        "transfer_ori_acc": 94.4954128440367,
        "transfer_atk_acc": 94.61009174311926
    },
    {
        "dataset": "wnli",
        "type": "task",
        "origin_acc": 77.46,
        "origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
        "atk_acc": 73.24,
        "atk_prompt": "Appraisal the attach between the suite condemns and classify it as 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 64.7887323943662,
        "transfer_atk_acc": 66.19718309859155
    },
    {
        "dataset": "wnli",
        "type": "role",
        "origin_acc": 76.06,
        "origin_prompt": "In your role as an entailment analysis tool, assess the relationship between the given sentences and classify it as 'entailment' or 'not_entailment'.",
        "atk_acc": 73.24,
        "atk_prompt": "In your role as an entailment analysis tool, assess the reports between the given sentences and classify it as 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 57.74647887323944,
        "transfer_atk_acc": 61.97183098591549
    },
    {
        "dataset": "mmlu",
        "type": "task",
        "origin_acc": 54.08,
        "origin_prompt": "For the multiple-choice question related to {}, please choose the most accurate answer from 'A', 'B', 'C', or 'D'.",
        "atk_acc": 24.82,
        "atk_prompt": "Within the multiple-choice item relevant to {}, please decides the most careful rebuttal from 'A', 'B', 'C', or 'D'. ",
        "transfer_ori_acc": 45.56737588652482,
        "transfer_atk_acc": 42.5531914893617
    },
    {
        "dataset": "mmlu",
        "type": "role",
        "origin_acc": 53.72,
        "origin_prompt": "As an expert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.",
        "atk_acc": 51.95,
        "atk_prompt": "As an whiz in {}, respond to the following multiple-choice question by decided 'A', 'B', 'C', or 'D'.",
        "transfer_ori_acc": 46.98581560283688,
        "transfer_atk_acc": 45.39007092198582
    },
    {
        "dataset": "squad_v2",
        "type": "task",
        "origin_acc": 91.05,
        "origin_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, use 'unanswerable'.",
        "atk_acc": 55.32,
        "atk_prompt": "Ask subtract the most fitting rebuttal from the context. If there isn't an rebuttal in the context, use 'unanswerable'.",
        "transfer_ori_acc": 87.04992770387507,
        "transfer_atk_acc": 87.31659437054175
    },
    {
        "dataset": "squad_v2",
        "type": "role",
        "origin_acc": 90.55,
        "origin_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable'.",
        "atk_acc": 55.41,
        "atk_prompt": "Drawing upon your acquaintances in the context, identify the most suitable rebuttal. If an answer isn't available, state 'unanswerable'.",
        "transfer_ori_acc": 87.04992770387507,
        "transfer_atk_acc": 85.42265497660233
    },
    {
        "dataset": "iwslt",
        "type": "task",
        "origin_acc": 0.27,
        "origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact.",
        "atk_acc": 0.19,
        "atk_prompt": "Rightly translate the convicts from {} to {}, insurance the signify sojourn unaffected. ",
        "transfer_ori_acc": 0.2195336520895316,
        "transfer_atk_acc": 0.2204127497581867
    },
    {
        "dataset": "iwslt",
        "type": "role",
        "origin_acc": 0.27,
        "origin_prompt": "Assuming the responsibilities of a professional translator, translate the subsequent text passage from {} to {}.",
        "atk_acc": 0.19,
        "atk_prompt": "Adopt the indebted of a vocational artist, translate the subsequent laws transition from {} to {}. ",
        "transfer_ori_acc": 0.22030199520456395,
        "transfer_atk_acc": 0.2233226772101081
    },
    {
        "dataset": "un_multi",
        "type": "task",
        "origin_acc": 0.36,
        "origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}.",
        "atk_acc": 0.35,
        "atk_prompt": "Perform a computer translate for the tabled sentence, changing it from {} to {}. ",
        "transfer_ori_acc": 0.30870734220870066,
        "transfer_atk_acc": 0.3112750115865155
    },
    {
        "dataset": "un_multi",
        "type": "role",
        "origin_acc": 0.36,
        "origin_prompt": "As a skilled linguist, please convert the following sentence from {} to {}.",
        "atk_acc": 0.35,
        "atk_prompt": "As a skilled linguist, please translate the following punishment from {} to {}. ",
        "transfer_ori_acc": 0.3046140486156621,
        "transfer_atk_acc": 0.30805246751439636
    },
    {
        "dataset": "math",
        "type": "task",
        "origin_acc": 16.25,
        "origin_prompt": "Calculate the answer to the following math query about {}.",
        "atk_acc": 10.0,
        "atk_prompt": "Estimate the rebuttal to the following math view about {}. ",
        "transfer_ori_acc": 16.25,
        "transfer_atk_acc": 15.625
    },
    {
        "dataset": "math",
        "type": "role",
        "origin_acc": 16.25,
        "origin_prompt": "Act as a math expert and compute the result of the following mathematical task about {}.",
        "atk_acc": 13.75,
        "atk_prompt": "Act as a math expert and estimate the conclusion of the following mathematical task about {}. ",
        "transfer_ori_acc": 15.625,
        "transfer_atk_acc": 15.625
    }
]