[ { "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": 68.1, "atk_prompt": "Examine the given condemnation and decide if it is pronouns sound. Answer with either 'Acceptable' or 'Unacceptable'. ", "transfer_ori_acc": 81.0, "transfer_atk_acc": 78.5 }, { "dataset": "cola", "type": "role", "origin_acc": 86.9, "origin_prompt": "In the capacity of a grammar assessment system, indicate if the structure of the provided sentence is grammatically correct, responding with 'acceptable' or 'unacceptable'.", "atk_acc": 85.0, "atk_prompt": "In the ability of a grammar assessment system, denotes if the structure of the provided sentence is grammatical corrected, responding with 'acceptable' or 'unacceptable'. ", "transfer_ori_acc": 80.5, "transfer_atk_acc": 79.5 }, { "dataset": "mrpc", "type": "task", "origin_acc": 87.01, "origin_prompt": "Can the given sentences be considered semantically identical? Please reply with 'equivalent' or 'not_equivalent'.", "atk_acc": 83.82, "atk_prompt": "Can the given sentences be deemed semantically idntical? Please reply with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 72.0, "transfer_atk_acc": 72.0 }, { "dataset": "mrpc", "type": "role", "origin_acc": 87.5, "origin_prompt": "In your capacity as a language analyst, assess the following sentences and classify their similarity as 'equivalent' or 'not_equivalent'.", "atk_acc": 83.58, "atk_prompt": "In your capacity as a language ɑnalyst, assess the following sentenes and classify their metaphor as 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 62.5, "transfer_atk_acc": 64.0 }, { "dataset": "qnli", "type": "task", "origin_acc": 94.0, "origin_prompt": "Review the given context and question, and decide if the context contains enough information to support the answer by selecting 'entailment' or 'not_entailment'.", "atk_acc": 92.9, "atk_prompt": "Review the given coոtext and question, and dcide if the context contains enough particulars to support the answeⲅ by selecting 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 83.0, "transfer_atk_acc": 84.0 }, { "dataset": "qnli", "type": "role", "origin_acc": 93.7, "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": 92.3, "atk_prompt": "Iike a semantic interpretation, evaluated lf the prоvided context supports the answer to the given question and answers with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 83.5, "transfer_atk_acc": 81.5 }, { "dataset": "qqp", "type": "task", "origin_acc": 88.8, "origin_prompt": "Determine if the given pair of statements can be considered the same by responding with 'equivalent' or 'not_equivalent'.", "atk_acc": 87.6, "atk_prompt": "Defining if the given paired of statements can be considered the same by responds with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 82.5, "transfer_atk_acc": 83.0 }, { "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": "As a tool for deciding queѕtion equivalence, review the questions and classifications their portrait as neither 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 83.5, "transfer_atk_acc": 83.0 }, { "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": "Identifying whether the given pair of sentencing demonstrates entailment or not_entailment. Respond with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 82.0, "transfer_atk_acc": 82.5 }, { "dataset": "rte", "type": "role", "origin_acc": 93.86, "origin_prompt": "Working as an entailment classifier, identify whether the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment'.", "atk_acc": 90.97, "atk_prompt": "Working as an entailment classifier, identify both the given piar of sentences displaying entailment or not_entailment. Respond with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 81.0, "transfer_atk_acc": 80.5 }, { "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": 95.87, "atk_prompt": "Determine the general sentiment of this condemnation, categorizing it as 'positive' or 'negative'. ", "transfer_ori_acc": 95.0, "transfer_atk_acc": 96.5 }, { "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, determine whether the follоwing wording is 'positive' or 'negative'. ", "transfer_ori_acc": 97.0, "transfer_atk_acc": 96.0 }, { "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": 76.06, "atk_prompt": "Assss the connection between the following sentences and classify it as 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 63.38028169014085, "transfer_atk_acc": 64.7887323943662 }, { "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": 71.83, "atk_prompt": "In your role as an entailment analysis tool, assess the relationship between the given punishments and categorize it as 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 60.56338028169014, "transfer_atk_acc": 64.7887323943662 }, { "dataset": "mmlu", "type": "task", "origin_acc": 53.9, "origin_prompt": "Below are multiple-choice question concerning {}. Indicate your response with 'A', 'B', 'C', or 'D'.", "atk_acc": 52.3, "atk_prompt": "Belоw are multipl-echoice quеstion concening {}. Indicate your response with 'A', 'B', 'C', or 'D'. ", "transfer_ori_acc": 66.0, "transfer_atk_acc": 66.0 }, { "dataset": "mmlu", "type": "role", "origin_acc": 54.08, "origin_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D'.", "atk_acc": 52.48, "atk_prompt": "Considering your familiarity with {}, attend to the following mutliple-choice matter by picking 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 65.5, "transfer_atk_acc": 65.5 }, { "dataset": "squad_v2", "type": "task", "origin_acc": 91.05, "origin_prompt": "Identify the most relevant answer from the context. If it's not possible to find an answer, state 'unanswerable'.", "atk_acc": 89.38, "atk_prompt": "Identify the most reevant answer from the context. If it's not achievable to find an answer, state 'unanswerable'.", "transfer_ori_acc": 72.4741019997885, "transfer_atk_acc": 72.06799144367795 }, { "dataset": "squad_v2", "type": "role", "origin_acc": 90.55, "origin_prompt": "Being well-versed in the context, please derive the most fitting answer. If there isn't an answer in the context, use 'unanswerable'.", "atk_acc": 80.92, "atk_prompt": "Underway well-versed in the context, please subtract the most fitting answer. If there isn't an answer in the framework, use 'unanswerable'.", "transfer_ori_acc": 73.10444801603916, "transfer_atk_acc": 74.07004494573145 }, { "dataset": "iwslt", "type": "task", "origin_acc": 0.27, "origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact.", "atk_acc": 0.23, "atk_prompt": "Acϲurately translate the sentence from {} to {}, ensuring the meaning remains unaffected. ", "transfer_ori_acc": 0.2368663340254173, "transfer_atk_acc": 0.23523551258635614 }, { "dataset": "iwslt", "type": "role", "origin_acc": 0.27, "origin_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to {}.", "atk_acc": 0.23, "atk_prompt": "Taking on the role of a certifying translators, pefrorm a translatiоn of the givеn sentence from {} to {}. ", "transfer_ori_acc": 0.24270720862925335, "transfer_atk_acc": 0.24775340113684757 }, { "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": "Preform a machinery translation for the providеd sentence, changing it from {} to {}. ", "transfer_ori_acc": 0.3513571788256229, "transfer_atk_acc": 0.34794341664445116 }, { "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 skillful linguist, pelase convеrt the following sentence from {} to {}. ", "transfer_ori_acc": 0.3505914536760883, "transfer_atk_acc": 0.34659652495163557 }, { "dataset": "math", "type": "task", "origin_acc": 16.88, "origin_prompt": "Figure out the solution for the following mathematical task with {}.", "atk_acc": 15.0, "atk_prompt": "Figure out the solution for the followinɡ mathematical task with {}. ", "transfer_ori_acc": 21.25, "transfer_atk_acc": 21.875 }, { "dataset": "math", "type": "role", "origin_acc": 16.88, "origin_prompt": "Pretend you are a math teacher and solve this mathematical question concerning {}.", "atk_acc": 13.75, "atk_prompt": "Pretend you are a math teacher and settle this matehmatical question on {}. ", "transfer_ori_acc": 20.625, "transfer_atk_acc": 18.125 } ]