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| [ | |
| { | |
| "dataset": "cola", | |
| "type": "task", | |
| "origin_acc": 86.4, | |
| "origin_prompt": "Check the grammar of the following sentence and indicate if it is 'Acceptable' or 'Unacceptable'.", | |
| "atk_acc": 78.4, | |
| "atk_prompt": "label the person of the following sentence and check if it is 'Acceptable' or 'Unacceptable'. ", | |
| "transfer_ori_acc": 76.3, | |
| "transfer_atk_acc": 74.5 | |
| }, | |
| { | |
| "dataset": "cola", | |
| "type": "role", | |
| "origin_acc": 86.6, | |
| "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": 78.2, | |
| "atk_prompt": "be doing grammar analysis, classify the rule of the following example as 'acceptable' for wrong spelling or 'unacceptable' for bad grammar. ", | |
| "transfer_ori_acc": 75.7, | |
| "transfer_atk_acc": 76.4 | |
| }, | |
| { | |
| "dataset": "mrpc", | |
| "type": "task", | |
| "origin_acc": 86.76, | |
| "origin_prompt": "Compare the following sentences and determine if they share the same semantic meaning by responding with 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 39.71, | |
| "atk_prompt": "like the following sentences and determine if they lack the same plural meaning by responding with 'equivalent' or 'not_equivalent'. ", | |
| "transfer_ori_acc": 80.3921568627451, | |
| "transfer_atk_acc": 78.18627450980392 | |
| }, | |
| { | |
| "dataset": "mrpc", | |
| "type": "role", | |
| "origin_acc": 88.97, | |
| "origin_prompt": "As a sentence similarity evaluator, analyze the provided sentences and indicate if their meanings are 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 81.37, | |
| "atk_prompt": "As a sentence compare evaluators, view the derived variables and indicate if their meanings are 'equivalent' or 'not_equivalent'. ", | |
| "transfer_ori_acc": 79.16666666666666, | |
| "transfer_atk_acc": 81.37254901960785 | |
| }, | |
| { | |
| "dataset": "qnli", | |
| "type": "task", | |
| "origin_acc": 94.0, | |
| "origin_prompt": "Analyze the context and question, and indicate if the context entails the answer by choosing 'entailment' or 'not_entailment'.", | |
| "atk_acc": 88.8, | |
| "atk_prompt": "Analyze the context and question, and indicate if the dictionary ennotes the context by avoiding 'entailment' or 'not_entailment'. ", | |
| "transfer_ori_acc": 87.3, | |
| "transfer_atk_acc": 79.9 | |
| }, | |
| { | |
| "dataset": "qnli", | |
| "type": "role", | |
| "origin_acc": 93.6, | |
| "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": 83.5, | |
| "atk_prompt": "with a semantic presentation, evaluation why the provided contexts supports the answer to the given answer and questions with 'entailment' or 'not_entailment'. ", | |
| "transfer_ori_acc": 88.0, | |
| "transfer_atk_acc": 79.10000000000001 | |
| }, | |
| { | |
| "dataset": "qqp", | |
| "type": "task", | |
| "origin_acc": 88.7, | |
| "origin_prompt": "Examine the following expressions and tell me if they are alike in meaning by using 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 82.9, | |
| "atk_prompt": "Examine the past expressions and give me if they are common in meaning by putting 'equivalent' or 'not_equivalent'. ", | |
| "transfer_ori_acc": 86.7, | |
| "transfer_atk_acc": 84.7 | |
| }, | |
| { | |
| "dataset": "qqp", | |
| "type": "role", | |
| "origin_acc": 90.1, | |
| "origin_prompt": "As a tool for determining question equivalence, review the questions and categorize their similarity as either 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 74.3, | |
| "atk_prompt": "according a tool for identifying concept equivalence, do the questions and tcsconsider their compared as neither 'equivalent' or 'not_equivalent'. ", | |
| "transfer_ori_acc": 86.3, | |
| "transfer_atk_acc": 87.0 | |
| }, | |
| { | |
| "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": 91.34, | |
| "atk_prompt": "a as the given pair of verb demonstrates entailment or not_entailment. question with 'entailment' or 'not_entailment'. ", | |
| "transfer_ori_acc": 84.83754512635379, | |
| "transfer_atk_acc": 83.75451263537906 | |
| }, | |
| { | |
| "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": 65.34, | |
| "atk_prompt": "acting as an entailment classindicator, identify neither the given pair of sentences displays entailment or not_entailment. reply with 'entailment' or 'not_entailment'. ", | |
| "transfer_ori_acc": 83.75451263537906, | |
| "transfer_atk_acc": 83.75451263537906 | |
| }, | |
| { | |
| "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": 92.2, | |
| "atk_prompt": "locate the associate emotion of this sentence, categorizing it as 'positive' or 'negative'. ", | |
| "transfer_ori_acc": 94.38073394495413, | |
| "transfer_atk_acc": 93.69266055045871 | |
| }, | |
| { | |
| "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": 95.3, | |
| "atk_prompt": "in a sentiment classifier, determine where the over words is 'positive' or 'negative'. ", | |
| "transfer_ori_acc": 94.4954128440367, | |
| "transfer_atk_acc": 93.92201834862385 | |
| }, | |
| { | |
| "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": 74.65, | |
| "atk_prompt": "a the links between the following sentences and classify it as 'entailment' or 'not_entailment'. ", | |
| "transfer_ori_acc": 64.7887323943662, | |
| "transfer_atk_acc": 64.7887323943662 | |
| }, | |
| { | |
| "dataset": "wnli", | |
| "type": "role", | |
| "origin_acc": 77.46, | |
| "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": 66.2, | |
| "atk_prompt": "Working as an entailment classauxiliary, identify but the verbal a of nouns displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment'. ", | |
| "transfer_ori_acc": 59.154929577464785, | |
| "transfer_atk_acc": 61.97183098591549 | |
| }, | |
| { | |
| "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": 51.24, | |
| "atk_prompt": "Below are multiple-guessing guess concerning {}. begin your response with 'A', 'B', 'C', or 'D'. ", | |
| "transfer_ori_acc": 45.39007092198582, | |
| "transfer_atk_acc": 45.21276595744681 | |
| }, | |
| { | |
| "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": 51.77, | |
| "atk_prompt": "considering your familiarity with {}, order to the following multiple-picked question by starting 'A', 'B', 'C', or 'D'.", | |
| "transfer_ori_acc": 46.98581560283688, | |
| "transfer_atk_acc": 43.97163120567376 | |
| }, | |
| { | |
| "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": 44.5, | |
| "atk_prompt": "Identify the most irrelevant answer from the context. If it's not possible to find an statement, begin 'unanswerable'.", | |
| "transfer_ori_acc": 87.01356406751144, | |
| "transfer_atk_acc": 86.80523073417811 | |
| }, | |
| { | |
| "dataset": "squad_v2", | |
| "type": "role", | |
| "origin_acc": 90.05, | |
| "origin_prompt": "As an authority on the context, locate the most accurate answer. If the context doesn't contain the answer, mention 'unanswerable'.", | |
| "atk_acc": 44.5, | |
| "atk_prompt": "and an authority on the context, designate the most inaccurate answer. find the context doesn't contain the answer, identify 'unanswerable'.", | |
| "transfer_ori_acc": 87.04992770387507, | |
| "transfer_atk_acc": 84.54765497660233 | |
| }, | |
| { | |
| "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": "i translate the sentence from {} to {}, assumed the meaning remains intact. ", | |
| "transfer_ori_acc": 0.2195336520895316, | |
| "transfer_atk_acc": 0.21614450392320392 | |
| }, | |
| { | |
| "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": "she on the role of a certified translation, and a translation of the given sentence from {} to {}. ", | |
| "transfer_ori_acc": 0.21945913242821213, | |
| "transfer_atk_acc": 0.22007159970160398 | |
| }, | |
| { | |
| "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": "perform a machine translation for the displayed sentence, export it from {} to {}. ", | |
| "transfer_ori_acc": 0.30870734220870066, | |
| "transfer_atk_acc": 0.3074168683157207 | |
| }, | |
| { | |
| "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": "d a skilled linguist, right example the following sentence from {} to {}. ", | |
| "transfer_ori_acc": 0.3046140486156621, | |
| "transfer_atk_acc": 0.3009084897973228 | |
| }, | |
| { | |
| "dataset": "math", | |
| "type": "task", | |
| "origin_acc": 16.88, | |
| "origin_prompt": "Figure out the solution for the following mathematical task with {}.", | |
| "atk_acc": 13.75, | |
| "atk_prompt": "Figure out the solution for the following arithmetic task with {}. ", | |
| "transfer_ori_acc": 17.5, | |
| "transfer_atk_acc": 16.875 | |
| }, | |
| { | |
| "dataset": "math", | |
| "type": "role", | |
| "origin_acc": 16.25, | |
| "origin_prompt": "Act as a math expert and compute the result of the following mathematical task about {}.", | |
| "atk_acc": 12.5, | |
| "atk_prompt": "Act as a math team and correct the result of the following mathematical task about {}. ", | |
| "transfer_ori_acc": 15.625, | |
| "transfer_atk_acc": 16.25 | |
| } | |
| ] |