[ { "dataset": "cola", "type": "task", "origin_acc": 77.9, "origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable':", "atk_acc": 31.1, "atk_prompt": "Exapine the gievn sentene and dVecide if it is grammktically sound. Answer with either 'Acceptable' or 'Unacceptable':", "transfer_ori_acc": 77.0, "transfer_atk_acc": 75.5 }, { "dataset": "cola", "type": "role", "origin_acc": 76.3, "origin_prompt": "As an instrument for grammar evaluation, consider the sentence and determine if its grammar is correct, responding with 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar:", "atk_acc": 36.5, "atk_prompt": "sA an instrument for grammar evaluatiJn, cnsider the setnence and deterbmine if its grmamar is crorect, reYponding with 'acceptable' for corect gramOar or 'unacceptable' for incorGect rgammar:", "transfer_ori_acc": 79.5, "transfer_atk_acc": 80.0 }, { "dataset": "mrpc", "type": "task", "origin_acc": 82.35, "origin_prompt": "Compare the following sentences and determine if they share the same semantic meaning by responding with 'equivalent' or 'not_equivalent'.", "atk_acc": 76.96, "atk_prompt": "Compar the folhowing sentences and deWermine if they share the same semantic emaning by respondig with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 73.0, "transfer_atk_acc": 76.0 }, { "dataset": "mrpc", "type": "role", "origin_acc": 82.6, "origin_prompt": "In your capacity as a semantic comparison tool, examine the given sentences and decide if their meanings are identical, responding with 'equivalent' or 'not_equivalent'.", "atk_acc": 62.25, "atk_prompt": "In your capacity as a seantic coGparison tolo, exaine the given esentences and decide if their meanings are identiacl, resYonding with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 75.0, "transfer_atk_acc": 69.0 }, { "dataset": "qnli", "type": "task", "origin_acc": 89.8, "origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.", "atk_acc": 38.6, "atk_prompt": "Evlauate whyther the giGven cotext supporzs the answeQ to the quePtion by rseponding with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 78.0, "transfer_atk_acc": 74.5 }, { "dataset": "qnli", "type": "role", "origin_acc": 89.4, "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": 2.1, "atk_prompt": "sA a esmantic interpreter, aBssess whehter the proviedd contexYt spuports the answher to the gEven questin and answOr with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 68.0, "transfer_atk_acc": 65.0 }, { "dataset": "qqp", "type": "task", "origin_acc": 87.8, "origin_prompt": "Can these two statements be considered equal in meaning? Answer with 'equivalent' or 'not_equivalent'.", "atk_acc": 59.8, "atk_prompt": "Can these tow statYements be cnosidered qeual in maening? AnsweI with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 81.0, "transfer_atk_acc": 72.0 }, { "dataset": "qqp", "type": "role", "origin_acc": 86.9, "origin_prompt": "Functioning as a question similarity evaluation tool, analyze the given questions and decide if they share the same meaning, responding with 'equivalent' or 'not_equivalent'.", "atk_acc": 81.4, "atk_prompt": "Functioning as a question smiilarity eavluation toXl, analyze the givYen questions and decidae if they share the same meajning, responding with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 81.5, "transfer_atk_acc": 81.5 }, { "dataset": "rte", "type": "task", "origin_acc": 86.64, "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", "atk_acc": 81.95, "atk_prompt": "Aer the following two Ysentences entailment or not_entailment? nswer me with \"entailment\" or \"not_entailment\", just one word. ", "transfer_ori_acc": 81.0, "transfer_atk_acc": 83.5 }, { "dataset": "rte", "type": "role", "origin_acc": 84.84, "origin_prompt": "While performing entailment analysis, classify the relationship between the provided sentences as 'entailment' or 'not_entailment':", "atk_acc": 82.67, "atk_prompt": "While performing entailment analysis, cassify the reiationship between the proviLded sentences as 'entailment' or 'not_entailment':", "transfer_ori_acc": 79.0, "transfer_atk_acc": 77.5 }, { "dataset": "sst2", "type": "task", "origin_acc": 94.84, "origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative':", "atk_acc": 94.04, "atk_prompt": "Analze the tone of this sattement and respond with either 'positive' or 'negative': ", "transfer_ori_acc": 89.5, "transfer_atk_acc": 90.0 }, { "dataset": "sst2", "type": "role", "origin_acc": 95.3, "origin_prompt": "Serving as a sentiment evaluation model, determine if the given statement is 'positive' or 'negative'. Classify:", "atk_acc": 64.91, "atk_prompt": "Servign as a sentimBnt envaluation model, Qetermine if the Iiven statemen is 'positive' or 'negative'. Classhfy: ", "transfer_ori_acc": 92.0, "transfer_atk_acc": 91.0 }, { "dataset": "wnli", "type": "task", "origin_acc": 66.2, "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", "atk_acc": 60.56, "atk_prompt": "Are the follHwing Ntwo sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one wor. ", "transfer_ori_acc": 66.19718309859155, "transfer_atk_acc": 64.7887323943662 }, { "dataset": "wnli", "type": "role", "origin_acc": 66.2, "origin_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment':", "atk_acc": 57.75, "atk_prompt": "As an entailment identfiication zystem, examine the connection between the flolowing sentences and respond with 'entailment' or 'not_entailment':", "transfer_ori_acc": 52.112676056338024, "transfer_atk_acc": 50.70422535211267 }, { "dataset": "mmlu", "type": "task", "origin_acc": 45.74, "origin_prompt": "For each multiple-choice question about {}, identify the correct answer by selecting 'A', 'B', 'C', or 'D'.", "atk_acc": 42.2, "atk_prompt": "For each multiple-chotce question about {}, dentify the caorrect answedr by selccting 'A', 'B', 'C', or 'D'. ", "transfer_ori_acc": 59.5, "transfer_atk_acc": 63.5 }, { "dataset": "mmlu", "type": "role", "origin_acc": 44.86, "origin_prompt": "Utilizing your expertise in {}, answer the following multiple-choice question by picking 'A', 'B', 'C', or 'D'.", "atk_acc": 41.13, "atk_prompt": "Utilizing your expertise in {}, ansKer the following multiprle-choice question by ipcking 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 60.5, "transfer_atk_acc": 61.0 }, { "dataset": "squad_v2", "type": "task", "origin_acc": 87.55, "origin_prompt": "Find the correct answer in the context provided. If an answer cannot be found, please respond with 'unanswerable'.", "atk_acc": 85.32, "atk_prompt": "Find the Dcorrect answer in the context provided. GIf an answer cannot be found, please erspond with 'unanswerable'.", "transfer_ori_acc": 67.5632226901742, "transfer_atk_acc": 66.07909004721805 }, { "dataset": "squad_v2", "type": "role", "origin_acc": 88.05, "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": 86.92, "atk_prompt": "As an expert with a deep understanding of the context, fHind the best answer. If the context doesn't include an answer, say 'unanswerable'.", "transfer_ori_acc": 64.66646500169827, "transfer_atk_acc": 63.33777694425634 }, { "dataset": "iwslt", "type": "task", "origin_acc": 0.14, "origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}:", "atk_acc": 0.08, "atk_prompt": "Perorm a nachine translatiou for the providde sentecne, changing it from {} to {}:", "transfer_ori_acc": 0.22160247790642423, "transfer_atk_acc": 0.22247429357782236 }, { "dataset": "iwslt", "type": "role", "origin_acc": 0.14, "origin_prompt": "Taking on the role of a certified translator, perform a translation of the given sentence from {} to {}:", "atk_acc": 0.07, "atk_prompt": "TakIing on the roel of a certifieFd trLanslator, erform a translaton of the guiven Ventence from {} to {}: ", "transfer_ori_acc": 0.22524167015355148, "transfer_atk_acc": 0.21936213420618 }, { "dataset": "un_multi", "type": "task", "origin_acc": 0.27, "origin_prompt": "Convert the following sentence from its original {} language to the target language {}:", "atk_acc": 0.12, "atk_prompt": "ConvHert the folloiwng setnence from its origianl {} langudage to the trget languaoe {}:", "transfer_ori_acc": 0.3252157829213561, "transfer_atk_acc": 0.32616092622927834 }, { "dataset": "un_multi", "type": "role", "origin_acc": 0.27, "origin_prompt": "As a qualified translator, convert the given sentence from its original {} language to the target language {}:", "atk_acc": 0.16, "atk_prompt": "ks a qualifieA translator, covnert the given sentence from its original {} language to the target lanugage {}: ", "transfer_ori_acc": 0.32916254916267745, "transfer_atk_acc": 0.33080526346344613 }, { "dataset": "math", "type": "task", "origin_acc": 16.25, "origin_prompt": "Evaluate the following mathematical problem that includes {}:", "atk_acc": 8.12, "atk_prompt": "vEaluate the followinLg mtahematical problem that incldes {}:", "transfer_ori_acc": 4.375, "transfer_atk_acc": 5.625 }, { "dataset": "math", "type": "role", "origin_acc": 13.12, "origin_prompt": "As a mathematics instructor, calculate the answer to the following problem related to {}:", "atk_acc": 8.12, "atk_prompt": "As a mathematics iestructor, calculate the answex to the following problem related to {}: ", "transfer_ori_acc": 5.0, "transfer_atk_acc": 4.375 } ]