[ { "dataset": "cola", "type": "task", "origin_acc": 86.0, "origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable':", "atk_acc": 25.3, "atk_prompt": "find the particular sentence and look if it is grammaticaldefinitely present. responded with neither 'Acceptable' or 'Unacceptable':", "transfer_ori_acc": 76.5, "transfer_atk_acc": 78.5 }, { "dataset": "cola", "type": "role", "origin_acc": 86.1, "origin_prompt": "In your role as a grammar check tool, assess the following sentence and classify it as 'acceptable' if it is grammatically correct or 'unacceptable' if it is incorrect:", "atk_acc": 30.9, "atk_prompt": "should your job as a grammar get check, assess the following sentence and classify it as 'acceptable' if it is grammaticalmore improper or 'unacceptable' if it is contradictory:", "transfer_ori_acc": 78.0, "transfer_atk_acc": 78.5 }, { "dataset": "mrpc", "type": "task", "origin_acc": 88.24, "origin_prompt": "In your capacity as a language analyst, assess the following sentences and classify their similarity as 'equivalent' or 'not_equivalent'.", "atk_acc": 70.1, "atk_prompt": "during your capacity as a grammatical analytic, calculate the following words and classify their difference as 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 72.0, "transfer_atk_acc": 13.5 }, { "dataset": "mrpc", "type": "role", "origin_acc": 87.25, "origin_prompt": "Can the given sentences be considered semantically identical? Please reply with 'equivalent' or 'not_equivalent'.", "atk_acc": 34.8, "atk_prompt": "can the following sentences be considered semanticmore inferior? this reply with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 75.5, "transfer_atk_acc": 74.5 }, { "dataset": "qnli", "type": "task", "origin_acc": 94.1, "origin_prompt": "Based on the information in the context, decide if the answer to the question is justified by choosing 'entailment' or 'not_entailment'.", "atk_acc": 52.7, "atk_prompt": "Based on the info in the context, decide if the object to the question is wrong by choosing 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 75.5, "transfer_atk_acc": 35.0 }, { "dataset": "qnli", "type": "role", "origin_acc": 94.2, "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": 42.6, "atk_prompt": "while a semantic researcher, evaluate positive the supported context returns the answer to the question and reject 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 76.0, "transfer_atk_acc": 46.5 }, { "dataset": "qqp", "type": "task", "origin_acc": 88.2, "origin_prompt": "Please indicate if the following pair of sentences share the same meaning by responding with 'equivalent' or 'not_equivalent'.", "atk_acc": 70.8, "atk_prompt": "Please indicate if the following individual of verbs share the same meaning by auxiliary with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 81.5, "transfer_atk_acc": 77.5 }, { "dataset": "qqp", "type": "role", "origin_acc": 88.5, "origin_prompt": "As a tool for determining question equivalence, review the questions and categorize their similarity as either 'equivalent' or 'not_equivalent'.", "atk_acc": 70.9, "atk_prompt": "As a tool for weighing question equivalence, review the data and codeegoassociate their difference as neither 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 81.5, "transfer_atk_acc": 78.0 }, { "dataset": "rte", "type": "task", "origin_acc": 94.22, "origin_prompt": "Examine the pair of sentences and determine if they exhibit entailment or not_entailment. Answer with either 'entailment' or 'not_entailment'.", "atk_acc": 88.45, "atk_prompt": "examine the parent of sentences and explain if they exhibit entailment or not_entailment. consider with neither 'entailment' or 'not_entailment'.", "transfer_ori_acc": 81.0, "transfer_atk_acc": 52.5 }, { "dataset": "rte", "type": "role", "origin_acc": 93.86, "origin_prompt": "Acting as an entailment detection instrument, determine if the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment':", "atk_acc": 83.03, "atk_prompt": "Acting as an entailment on instrument, determine if the hit pair of verb appears entailment or not_entailment. answers with 'entailment' or 'not_entailment':", "transfer_ori_acc": 83.5, "transfer_atk_acc": 69.5 }, { "dataset": "sst2", "type": "task", "origin_acc": 96.44, "origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative':", "atk_acc": 0.11, "atk_prompt": "Analyze the topic of this phrase and responding with neither 'positive' or 'negative': ", "transfer_ori_acc": 89.5, "transfer_atk_acc": 0.0 }, { "dataset": "sst2", "type": "role", "origin_acc": 96.33, "origin_prompt": "As a sentiment classifier, determine whether the following text is 'positive' or 'negative'. Please classify:", "atk_acc": 43.69, "atk_prompt": "like a sentiment classifier, identify neither the following text is 'positive' or 'negative'. from submit: ", "transfer_ori_acc": 90.5, "transfer_atk_acc": 37.0 }, { "dataset": "wnli", "type": "task", "origin_acc": 78.87, "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", "atk_acc": 71.83, "atk_prompt": "Are the main two sentences entailment or not_entailment? begin me with \"entailment\" or \"not_entailment\", just the word. ", "transfer_ori_acc": 64.7887323943662, "transfer_atk_acc": 57.74647887323944 }, { "dataset": "wnli", "type": "role", "origin_acc": 78.87, "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": 70.42, "atk_prompt": "In your role as an entailment analysis tool, report the commitment between the and are and classify it as 'entailment' or 'not_entailment':", "transfer_ori_acc": 52.112676056338024, "transfer_atk_acc": 52.112676056338024 }, { "dataset": "mmlu", "type": "task", "origin_acc": 52.84, "origin_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D'.", "atk_acc": 17.38, "atk_prompt": "not respond to the multiple-response question about {} by choosing the responses correctly: 'A', 'B', 'C', or 'D'. ", "transfer_ori_acc": 61.5, "transfer_atk_acc": 52.0 }, { "dataset": "mmlu", "type": "role", "origin_acc": 53.19, "origin_prompt": "As a knowledgeable individual in {}, provide your response to the multiple-choice question by choosing 'A', 'B', 'C', or 'D'.", "atk_acc": 37.94, "atk_prompt": "not a knowledgeable example in {}, state your response to the multiple-is question by choosing 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 60.0, "transfer_atk_acc": 56.99999999999999 }, { "dataset": "squad_v2", "type": "task", "origin_acc": 89.88, "origin_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, respond with 'unanswerable'.", "atk_acc": 84.86, "atk_prompt": "wait choose the most fitting number from the context. If there isn't an answer in the context, answer with 'unanswerable'.", "transfer_ori_acc": 69.08748735166799, "transfer_atk_acc": 76.95185295253945 }, { "dataset": "squad_v2", "type": "role", "origin_acc": 90.05, "origin_prompt": "As a well-informed specialist familiar with the context, provide an answer to the question. If the context doesn't contain an answer, reply with 'unanswerable'.", "atk_acc": 12.09, "atk_prompt": "a a well-informed answer relevant with the context, provide an question to the question. if the context doesn't contain an inquiry, challenge with 'unanswerable'.", "transfer_ori_acc": 56.6655181114712, "transfer_atk_acc": 28.69923950813623 }, { "dataset": "iwslt", "type": "task", "origin_acc": 0.17, "origin_prompt": "Convert the following sentence from its original {} language to the target language {}:", "atk_acc": 0.16, "atk_prompt": "Convert the following sentence from its original {} translation to the current language {}:", "transfer_ori_acc": 0.22260182472721973, "transfer_atk_acc": 0.2170379591753523 }, { "dataset": "iwslt", "type": "role", "origin_acc": 0.18, "origin_prompt": "Acting as a professional translator, translate the provided sentence from {} to {}:", "atk_acc": 0.15, "atk_prompt": "Acting as a professional [UNK], translate the displayed sentence from {} to {}: ", "transfer_ori_acc": 0.2194769364361696, "transfer_atk_acc": 0.21620968385981598 }, { "dataset": "un_multi", "type": "task", "origin_acc": 0.32, "origin_prompt": "Translate the provided sentence from {} to {} while maintaining the original meaning and context:", "atk_acc": 0.3, "atk_prompt": "Translate the provided sentence from {} to {} while reverse the original flow and context:", "transfer_ori_acc": 0.32770376671435103, "transfer_atk_acc": 0.2935218182851911 }, { "dataset": "un_multi", "type": "role", "origin_acc": 0.32, "origin_prompt": "As a language specialist, accurately translate the provided sentence from {} to {}:", "atk_acc": 0.3, "atk_prompt": "a a language specialists, just translate the provided sentence from {} to {}: ", "transfer_ori_acc": 0.3268812389000029, "transfer_atk_acc": 0.3328840611498249 }, { "dataset": "math", "type": "task", "origin_acc": 14.37, "origin_prompt": "Determine the solution to this mathematical problem related to {}:", "atk_acc": 2.5, "atk_prompt": "identify the problem to this mathematical problem related to {}:", "transfer_ori_acc": 5.625, "transfer_atk_acc": 0.625 }, { "dataset": "math", "type": "role", "origin_acc": 15.0, "origin_prompt": "In the shoes of a mathematics master, obtain the result for this math question that includes {}:", "atk_acc": 2.5, "atk_prompt": "In the shoes of a complexity master, obtain the question for this math question that includes {}: ", "transfer_ori_acc": 5.625, "transfer_atk_acc": 0.625 } ]