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| [ | |
| { | |
| "dataset": "cola", | |
| "type": "task", | |
| "origin_acc": 78.1, | |
| "origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable'.", | |
| "atk_acc": 77.0, | |
| "atk_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable' zexKUTWJYG. ", | |
| "transfer_ori_acc": 80.0, | |
| "transfer_atk_acc": 79.5 | |
| }, | |
| { | |
| "dataset": "cola", | |
| "type": "role", | |
| "origin_acc": 75.7, | |
| "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": 74.6, | |
| "atk_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar zexKUTWJYG. ", | |
| "transfer_ori_acc": 82.0, | |
| "transfer_atk_acc": 81.0 | |
| }, | |
| { | |
| "dataset": "mrpc", | |
| "type": "task", | |
| "origin_acc": 82.84, | |
| "origin_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 80.88, | |
| "atk_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent' CuVpbbkC4c. ", | |
| "transfer_ori_acc": 71.0, | |
| "transfer_atk_acc": 70.5 | |
| }, | |
| { | |
| "dataset": "mrpc", | |
| "type": "role", | |
| "origin_acc": 80.15, | |
| "origin_prompt": "In the role of a sentence comparison analyst, assess the provided sentences and indicate if they convey the same meaning by selecting 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 79.66, | |
| "atk_prompt": "In the role of a sentence comparison analyst, assess the provided sentences and indicate if they convey the same meaning by selecting 'equivalent' or 'not_equivalent' BWmsLx8xOA. ", | |
| "transfer_ori_acc": 71.5, | |
| "transfer_atk_acc": 70.5 | |
| }, | |
| { | |
| "dataset": "qnli", | |
| "type": "task", | |
| "origin_acc": 87.8, | |
| "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": 86.4, | |
| "atk_prompt": "Based on the information in the context, decide if the answer to the question is justified by choosing 'entailment' or 'not_entailment' mOJ9nEwT4f. ", | |
| "transfer_ori_acc": 82.0, | |
| "transfer_atk_acc": 80.5 | |
| }, | |
| { | |
| "dataset": "qnli", | |
| "type": "role", | |
| "origin_acc": 88.5, | |
| "origin_prompt": "In your role as a semantic evaluator, determine if the provided context justifies the answer to the question and answer with 'entailment' or 'not_entailment'.", | |
| "atk_acc": 87.7, | |
| "atk_prompt": "In your role as a semantic evaluator, determine if the provided context justifies the answer to the question and answer with 'entailment' or 'not_entailment' MSAddJ4D2a. ", | |
| "transfer_ori_acc": 81.5, | |
| "transfer_atk_acc": 83.0 | |
| }, | |
| { | |
| "dataset": "qqp", | |
| "type": "task", | |
| "origin_acc": 87.6, | |
| "origin_prompt": "Are the meanings of these two phrases the same? Reply with 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 87.4, | |
| "atk_prompt": "Are the meanings of these two phrases the same? Reply with 'equivalent' or 'not_equivalent' Pbl3tYuoRo. ", | |
| "transfer_ori_acc": 81.0, | |
| "transfer_atk_acc": 79.5 | |
| }, | |
| { | |
| "dataset": "qqp", | |
| "type": "role", | |
| "origin_acc": 86.5, | |
| "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": 86.0, | |
| "atk_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 6a4Yn3RGVc. ", | |
| "transfer_ori_acc": 83.0, | |
| "transfer_atk_acc": 83.0 | |
| }, | |
| { | |
| "dataset": "rte", | |
| "type": "task", | |
| "origin_acc": 84.84, | |
| "origin_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.", | |
| "atk_acc": 83.39, | |
| "atk_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment' 6a4Yn3RGVc. ", | |
| "transfer_ori_acc": 82.0, | |
| "transfer_atk_acc": 82.5 | |
| }, | |
| { | |
| "dataset": "rte", | |
| "type": "role", | |
| "origin_acc": 84.12, | |
| "origin_prompt": "In the capacity of an entailment assessment system, indicate if the link between the following sentences is 'entailment' or 'not_entailment'.", | |
| "atk_acc": 82.31, | |
| "atk_prompt": "In the capacity of an entailment assessment system, indicate if the link between the following sentences is 'entailment' or 'not_entailment' MQnugHcaoy. ", | |
| "transfer_ori_acc": 82.0, | |
| "transfer_atk_acc": 81.5 | |
| }, | |
| { | |
| "dataset": "sst2", | |
| "type": "task", | |
| "origin_acc": 94.95, | |
| "origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative'.", | |
| "atk_acc": 94.5, | |
| "atk_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative' XStsD2pUzu. ", | |
| "transfer_ori_acc": 94.5, | |
| "transfer_atk_acc": 97.0 | |
| }, | |
| { | |
| "dataset": "sst2", | |
| "type": "role", | |
| "origin_acc": 95.41, | |
| "origin_prompt": "Acting as a sentiment evaluator, identify if the given sentence is 'positive' or 'negative'.", | |
| "atk_acc": 94.84, | |
| "atk_prompt": "Acting as a sentiment evaluator, identify if the given sentence is 'positive' or 'negative' SFPCqpiClT. ", | |
| "transfer_ori_acc": 96.5, | |
| "transfer_atk_acc": 96.0 | |
| }, | |
| { | |
| "dataset": "wnli", | |
| "type": "task", | |
| "origin_acc": 64.79, | |
| "origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.", | |
| "atk_acc": 63.38, | |
| "atk_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment' Cev0s49fbe. ", | |
| "transfer_ori_acc": 66.19718309859155, | |
| "transfer_atk_acc": 69.01408450704226 | |
| }, | |
| { | |
| "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": 66.2, | |
| "atk_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment' 5XeflW1ZJc. ", | |
| "transfer_ori_acc": 60.56338028169014, | |
| "transfer_atk_acc": 63.38028169014085 | |
| }, | |
| { | |
| "dataset": "mmlu", | |
| "type": "task", | |
| "origin_acc": 45.92, | |
| "origin_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D'.", | |
| "atk_acc": 45.04, | |
| "atk_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D' KjPJJ2a7RB. ", | |
| "transfer_ori_acc": 66.0, | |
| "transfer_atk_acc": 66.0 | |
| }, | |
| { | |
| "dataset": "mmlu", | |
| "type": "role", | |
| "origin_acc": 46.99, | |
| "origin_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D'.", | |
| "atk_acc": 45.04, | |
| "atk_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D' SFPCqpiClT.", | |
| "transfer_ori_acc": 65.5, | |
| "transfer_atk_acc": 65.5 | |
| }, | |
| { | |
| "dataset": "squad_v2", | |
| "type": "task", | |
| "origin_acc": 87.91, | |
| "origin_prompt": "From the context, provide the most precise answer. If the answer is not in the context, respond with 'unanswerable'.", | |
| "atk_acc": 87.05, | |
| "atk_prompt": "From the context, provide the most precise answer. If the answer is not in the context, respond with 'unanswerable' 5yWbBXztUY.", | |
| "transfer_ori_acc": 69.33640054239395, | |
| "transfer_atk_acc": 68.59989260588603 | |
| }, | |
| { | |
| "dataset": "squad_v2", | |
| "type": "role", | |
| "origin_acc": 87.05, | |
| "origin_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable'.", | |
| "atk_acc": 86.55, | |
| "atk_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable' 5XeflW1ZJc.", | |
| "transfer_ori_acc": 71.1631951530121, | |
| "transfer_atk_acc": 74.10685231284573 | |
| }, | |
| { | |
| "dataset": "iwslt", | |
| "type": "task", | |
| "origin_acc": 0.22, | |
| "origin_prompt": "Convert the following sentence from its original {} language to the target language {}.", | |
| "atk_acc": 0.22, | |
| "atk_prompt": "Convert the following sentence from its original {} language to the target language LkF0FZxMZ4 {}. ", | |
| "transfer_ori_acc": 0.23991880278182126, | |
| "transfer_atk_acc": 0.2348130480000894 | |
| }, | |
| { | |
| "dataset": "iwslt", | |
| "type": "role", | |
| "origin_acc": 0.22, | |
| "origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}.", | |
| "atk_acc": 0.21, | |
| "atk_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to MQnugHcaoy {}. ", | |
| "transfer_ori_acc": 0.244428238867859, | |
| "transfer_atk_acc": 0.2280062687297454 | |
| }, | |
| { | |
| "dataset": "un_multi", | |
| "type": "task", | |
| "origin_acc": 0.31, | |
| "origin_prompt": "Translate the following text from the source language {} to the target language {}.", | |
| "atk_acc": 0.3, | |
| "atk_prompt": "Translate the following text from the source language {} to the target language Cev0s49fbe {}. ", | |
| "transfer_ori_acc": 0.3520628408924414, | |
| "transfer_atk_acc": 0.35416969837419654 | |
| }, | |
| { | |
| "dataset": "un_multi", | |
| "type": "role", | |
| "origin_acc": 0.31, | |
| "origin_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to {}.", | |
| "atk_acc": 0.29, | |
| "atk_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to OB4KVJzIft {}. ", | |
| "transfer_ori_acc": 0.3486649402303781, | |
| "transfer_atk_acc": 0.3424551550058589 | |
| }, | |
| { | |
| "dataset": "math", | |
| "type": "task", | |
| "origin_acc": 17.5, | |
| "origin_prompt": "Resolve the following mathematical question associated with {}.", | |
| "atk_acc": 15.62, | |
| "atk_prompt": "Resolve the following mathematical question associated with 6a4Yn3RGVc {}. ", | |
| "transfer_ori_acc": 22.5, | |
| "transfer_atk_acc": 24.375 | |
| }, | |
| { | |
| "dataset": "math", | |
| "type": "role", | |
| "origin_acc": 17.5, | |
| "origin_prompt": "Imagine being a math mentor and determine the solution to the following problem with {}.", | |
| "atk_acc": 15.62, | |
| "atk_prompt": "Imagine being a math mentor and determine the solution to the following problem with b74X5IVXQY {}. ", | |
| "transfer_ori_acc": 22.5, | |
| "transfer_atk_acc": 23.75 | |
| } | |
| ] |