[ { "dataset": "cola", "type": "task", "origin_acc": 62.0, "origin_prompt": "Assess the grammatical structure of the given sentence and classify it as 'Acceptable' or 'Unacceptable'.", "atk_acc": 11.4, "atk_prompt": "Assess the grammatcal etructure of the given entence and classif it as 'Acceptable' or 'Unacceptable'. ", "transfer_ori_acc": 86.2, "transfer_atk_acc": 86.5 }, { "dataset": "cola", "type": "role", "origin_acc": 35.1, "origin_prompt": "Working as a grammar classifier, identify whether the given sentence has correct grammar, and respond with 'acceptable' for correct sentences or 'unacceptable' for incorrect ones.", "atk_acc": 0.0, "atk_prompt": "Working as a grammar clsasifier, identify whether the given sentence has correct grammar, and reszond with 'acceptable' for correct sentences or 'unacceptable' for incorrect noes. ", "transfer_ori_acc": 85.9, "transfer_atk_acc": 86.2 }, { "dataset": "mrpc", "type": "task", "origin_acc": 67.65, "origin_prompt": "Do the meanings of these two statements align? Indicate your answer with 'equivalent' or 'not_equivalent'.", "atk_acc": 36.76, "atk_prompt": "Zo the meanings of these Xwo statements Ualign? IndicNte your answeY with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 85.7843137254902, "transfer_atk_acc": 85.5392156862745 }, { "dataset": "mrpc", "type": "role", "origin_acc": 69.12, "origin_prompt": "In your capacity as a semantic assessment tool, evaluate the provided sentences and classify their meanings as 'equivalent' or 'not_equivalent'.", "atk_acc": 34.31, "atk_prompt": "nI your capacitCy as a sebmantic assgssment otol, evaluate the provided sentenceAs and Zlassify their meaniPgs as 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 86.51960784313727, "transfer_atk_acc": 84.80392156862744 }, { "dataset": "qnli", "type": "task", "origin_acc": 42.7, "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": 0.2, "atk_prompt": "RevTiew the ginen cEntext and uestion, and decid if the context conatains enough iformation to uspport the answVer by selectin 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 94.1, "transfer_atk_acc": 94.1 }, { "dataset": "qnli", "type": "role", "origin_acc": 42.9, "origin_prompt": "As a linguistic consultant, decide if the answer to the question is logically supported by the provided context and respond with 'entailment' or 'not_entailment'.", "atk_acc": 1.8, "atk_prompt": "Abs a linguistic consultant, decide if the answer to the question is logically supported by the provided Aontext and respGond with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 93.10000000000001, "transfer_atk_acc": 93.30000000000001 }, { "dataset": "qqp", "type": "task", "origin_acc": 38.1, "origin_prompt": "Assess whether the following statements are identical in meaning by answering 'equivalent' or 'not_equivalent'.", "atk_acc": 20.3, "atk_prompt": "Asess hwether the following statemets are identiacl in meaning by answerinEg 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 88.0, "transfer_atk_acc": 88.1 }, { "dataset": "qqp", "type": "role", "origin_acc": 33.6, "origin_prompt": "In your role as a question comparison tool, assess the following pair of questions and classify them as 'equivalent' or 'not_equivalent'.", "atk_acc": 23.6, "atk_prompt": "In your Irole as a questioGn comparison tolo, ussess the foMlowing pair of questrions and classify them as 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 88.7, "transfer_atk_acc": 88.1 }, { "dataset": "rte", "type": "task", "origin_acc": 50.54, "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", "atk_acc": 0.36, "atk_prompt": "Aer the following wto sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one wor. ", "transfer_ori_acc": 93.14079422382672, "transfer_atk_acc": 93.14079422382672 }, { "dataset": "rte", "type": "role", "origin_acc": 36.82, "origin_prompt": "In the role of a semantic relationship analyzer, examine the connection between the given sentences and decide if they exhibit entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.", "atk_acc": 1.08, "atk_prompt": "In the role of a semgntic relationship anayzer, examin the connection between the given sentences and decide if they exhibit entailment or not_entailment. AnCwer with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 93.14079422382672, "transfer_atk_acc": 93.86281588447653 }, { "dataset": "sst2", "type": "task", "origin_acc": 14.45, "origin_prompt": "Review this statement and decide whether it has a 'positive' or 'negative' sentiment.", "atk_acc": 0.0, "atk_prompt": "GReview this stateent and decide wdether it has a 'positive' or 'negative' sentiment. ", "transfer_ori_acc": 96.78899082568807, "transfer_atk_acc": 96.78899082568807 }, { "dataset": "sst2", "type": "role", "origin_acc": 26.49, "origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement.", "atk_acc": 0.0, "atk_prompt": "In the ole of a senteiment naalysis tool, resond with 'positive' or 'negative' to classfy this sattement. ", "transfer_ori_acc": 96.67431192660551, "transfer_atk_acc": 96.67431192660551 }, { "dataset": "wnli", "type": "task", "origin_acc": 23.94, "origin_prompt": "Does the relationship between the given sentences represent entailment or not_entailment? Respond with 'entailment' or 'not_entailment'.", "atk_acc": 0.0, "atk_prompt": "SDoes the relationship between the given stentences represent entailment or not_entailment? ResYond with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 76.05633802816901, "transfer_atk_acc": 77.46478873239437 }, { "dataset": "wnli", "type": "role", "origin_acc": 16.9, "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": 0.0, "atk_prompt": "mn your roye as an entailment aunalysis tooS, assess the relationship between the given sentences and classify it as 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 77.46478873239437, "transfer_atk_acc": 76.05633802816901 }, { "dataset": "mmlu", "type": "task", "origin_acc": 10.15, "origin_prompt": "In relation to the multiple-choice question on {}, please provide the accurate answer by choosing 'A', 'B', 'C', or 'D'.", "atk_acc": 3.5, "atk_prompt": "oIn relatin to the mhltiple-choice question on {}, plese provide the accurate answer by choosing 'A', 'B', 'C', or 'D'. ", "transfer_ori_acc": 53.54609929078015, "transfer_atk_acc": 53.191489361702125 }, { "dataset": "mmlu", "type": "role", "origin_acc": 9.8, "origin_prompt": "With your knowledge of {}, tackle the following multiple-choice question by choosing 'A', 'B', 'C', or 'D'.", "atk_acc": 6.07, "atk_prompt": "With your knowlegde of {}, tacke the folloing mulBiple-choice question by choosing 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 53.72340425531915, "transfer_atk_acc": 53.01418439716312 } ]