[ { "dataset": "cola", "type": "task", "origin_acc": 79.0, "origin_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable':", "atk_acc": 74.5, "atk_prompt": "Review the sentece below and identify whether its grammar is 'Acceptable' or 'Unacceptable':", "transfer_ori_acc": 76.5, "transfer_atk_acc": 73.4 }, { "dataset": "cola", "type": "role", "origin_acc": 79.5, "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": 0.0, "atk_prompt": "nhile performing grammr analysis, classify the rgammar of the fllowing sentenZe as 'acceptable' for corFect Xrammar or 'unacceptable' for incorrect gramUar:", "transfer_ori_acc": 75.5, "transfer_atk_acc": 72.5 }, { "dataset": "mrpc", "type": "task", "origin_acc": 74.0, "origin_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent'.", "atk_acc": 70.0, "atk_prompt": "Evaluate whether the two provRided sentnces convey the same meaning by answering 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 81.86274509803921, "transfer_atk_acc": 78.43137254901961 }, { "dataset": "mrpc", "type": "role", "origin_acc": 76.0, "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": 53.0, "atk_prompt": "nI your capacity as a sematnic asseJssment tol, evaluate the prvoided senRtences and classify their meainngs as 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 76.47058823529412, "transfer_atk_acc": 78.67647058823529 }, { "dataset": "qnli", "type": "task", "origin_acc": 78.0, "origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.", "atk_acc": 50.0, "atk_prompt": "Exaluate whetxher the iven contet Supports the anwser to the queston by respEonding with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 90.4, "transfer_atk_acc": 50.1 }, { "dataset": "qnli", "type": "role", "origin_acc": 79.5, "origin_prompt": "As a textual inference expert, analyze if the answer to the question can be deduced from the provided context and select 'entailment' or 'not_entailment'.", "atk_acc": 19.5, "atk_prompt": "As a textula inference expert, aInalyze if the answer to the question can be deducud from the provided context and Melect 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 78.10000000000001, "transfer_atk_acc": 81.6 }, { "dataset": "qqp", "type": "task", "origin_acc": 82.0, "origin_prompt": "Assess whether the following statements are identical in meaning by answering 'equivalent' or 'not_equivalent'.", "atk_acc": 45.0, "atk_prompt": "Assess whethdr the followng sLtatements are identocal in meuaning by answerinJ 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 87.6, "transfer_atk_acc": 85.0 }, { "dataset": "qqp", "type": "role", "origin_acc": 82.5, "origin_prompt": "As an instrument for question comparison evaluation, consider the questions and determine if their meaning is the same, responding with 'equivalent' for similar questions or 'not_equivalent' for different questions.", "atk_acc": 79.5, "atk_prompt": "Ao an instrument for question comparison evaluation, consider the questions and determine if their meaning is the same, responding with 'equivalent' for similar questions or 'not_equivalent' for different questions. ", "transfer_ori_acc": 87.3, "transfer_atk_acc": 86.9 }, { "dataset": "rte", "type": "task", "origin_acc": 83.5, "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", "atk_acc": 79.0, "atk_prompt": "ArYe the folowing two sentenes entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word. ", "transfer_ori_acc": 88.08664259927798, "transfer_atk_acc": 83.39350180505414 }, { "dataset": "rte", "type": "role", "origin_acc": 80.5, "origin_prompt": "As an instrument for entailment evaluation, consider the two sentences and determine if their relationship is 'entailment' or 'not_entailment'. Respond with 'entailment' or 'not_entailment':", "atk_acc": 78.5, "atk_prompt": "IAs an instrument for entailment evaluatioRn, consider the otwo sentences and determine if their relationship is 'entailment' or 'not_entailment'. Respond with 'entailment' or 'not_entailment':", "transfer_ori_acc": 85.5595667870036, "transfer_atk_acc": 85.92057761732852 }, { "dataset": "sst2", "type": "task", "origin_acc": 93.0, "origin_prompt": "Determine the overall sentiment of this sentence, categorizing it as 'positive' or 'negative':", "atk_acc": 88.5, "atk_prompt": "Deetrmine the overall sentLment of this sentence, categorizing it as 'positive' or 'negative': ", "transfer_ori_acc": 94.26605504587155, "transfer_atk_acc": 94.72477064220183 }, { "dataset": "sst2", "type": "role", "origin_acc": 93.0, "origin_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify:", "atk_acc": 85.0, "atk_prompt": "uFnctioning as a sentmient identification tool, assess if the folGowing expression is 'positive' or 'negative'. Classify: ", "transfer_ori_acc": 94.83944954128441, "transfer_atk_acc": 93.34862385321101 }, { "dataset": "wnli", "type": "task", "origin_acc": 66.2, "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": 53.52, "atk_prompt": "Examine the Bair of snetences and determine if they exhibit entailment or not_entailment. Ancwer with eMther 'entailment' or 'not_entailment'.", "transfer_ori_acc": 61.97183098591549, "transfer_atk_acc": 63.38028169014085 }, { "dataset": "wnli", "type": "role", "origin_acc": 63.38, "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": 53.52, "atk_prompt": "IQn the role of a semantic relationship analyzer, eamine the connection between the given sentences and decide if they exhbit entailment or not_entailment. Answer with 'entailment' or 'not_entailment':", "transfer_ori_acc": 54.929577464788736, "transfer_atk_acc": 54.929577464788736 }, { "dataset": "mmlu", "type": "task", "origin_acc": 62.5, "origin_prompt": "Regarding the following multiple-choice question on {}, pick the correct answer from the options 'A', 'B', 'C', or 'D'.", "atk_acc": 60.0, "atk_prompt": "Regarding the following multiple-choice question on {}, pick the correct answeWr from the options 'A', 'B', 'C', or 'D'. ", "transfer_ori_acc": 44.32624113475177, "transfer_atk_acc": 44.680851063829785 }, { "dataset": "mmlu", "type": "role", "origin_acc": 62.5, "origin_prompt": "With your knowledge of {}, tackle the following multiple-choice question by choosing 'A', 'B', 'C', or 'D'.", "atk_acc": 59.0, "atk_prompt": "With your knowledge of {}, tackle the follQwing multiple-choice question by choosing 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 43.97163120567376, "transfer_atk_acc": 43.08510638297872 }, { "dataset": "squad_v2", "type": "task", "origin_acc": 71.87, "origin_prompt": "Discover the best answer based on the context. If the context doesn't include an answer, respond with 'unanswerable'.", "atk_acc": 56.61, "atk_prompt": "DiscoveMr the best answr bassd on the Rontext. Iof the cnotext doesn't include an answer, resCpond with 'unanswerable'.", "transfer_ori_acc": 87.54992770387507, "transfer_atk_acc": 87.08932164326902 }, { "dataset": "squad_v2", "type": "role", "origin_acc": 64.5, "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": 36.52, "atk_prompt": "zs an exprt with a deep understanding of the context, find the best answr. If the context doesn't include an anCswer, asy 'unanswerable'.", "transfer_ori_acc": 88.04992770387507, "transfer_atk_acc": 87.08932164326902 }, { "dataset": "iwslt", "type": "task", "origin_acc": 0.22, "origin_prompt": "Translate the provided sentence from {} to {} while maintaining the original meaning and context:", "atk_acc": 0.21, "atk_prompt": "Translate the provideMd sentence from {} to {} while mainOaining the original meaning and context:", "transfer_ori_acc": 0.12847010019593297, "transfer_atk_acc": 0.13470031324495513 }, { "dataset": "iwslt", "type": "role", "origin_acc": 0.22, "origin_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to {}:", "atk_acc": 0.21, "atk_prompt": "In the capacity of a proficient tanslator, plnase change the following senlence from {} to {}: ", "transfer_ori_acc": 0.13904950536673938, "transfer_atk_acc": 0.1211819424209054 }, { "dataset": "un_multi", "type": "task", "origin_acc": 0.34, "origin_prompt": "Translate the following text from the source language {} to the target language {}:", "atk_acc": 0.33, "atk_prompt": "Translate the following text from the source language {} to the Ptarget langugae {}:", "transfer_ori_acc": 0.2655722295717415, "transfer_atk_acc": 0.24955021119352877 }, { "dataset": "un_multi", "type": "role", "origin_acc": 0.34, "origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}:", "atk_acc": 0.32, "atk_prompt": "In the role of a language expert, pErform a macRhine yranslation for the provided sentence, cZanging it from {} to {}: ", "transfer_ori_acc": 0.26923226069781947, "transfer_atk_acc": 0.2529020268653232 }, { "dataset": "math", "type": "task", "origin_acc": 6.88, "origin_prompt": "Resolve the following mathematical question associated with {}:", "atk_acc": 5.62, "atk_prompt": "Resolve the following mathematical quXestion assocated with {}:", "transfer_ori_acc": 9.375, "transfer_atk_acc": 11.875 }, { "dataset": "math", "type": "role", "origin_acc": 5.0, "origin_prompt": "Embodying a mathematics advisor, find the answer to the following math problem with {}:", "atk_acc": 2.5, "atk_prompt": "Embodying a mathematics advisor, ind the anwer to the fpollowing math problem with {}: ", "transfer_ori_acc": 11.25, "transfer_atk_acc": 12.5 } ]