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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 86.1,
"origin_prompt": "Is the provided sentence grammatically correct? Respond with 'Acceptable' or 'Unacceptable':",
"atk_acc": 30.9,
"atk_prompt": "Is the brought chastisement grammatically appropriate? Retaliated with 'Acceptable' or 'Unacceptable':",
"transfer_ori_acc": 73.5,
"transfer_atk_acc": 33.0
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 86.2,
"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": 33.1,
"atk_prompt": "As an instrument for grammar appraisals, considerations the convicting and determine if its verbs is correct, responding with 'acceptable' for proper grammar or 'unacceptable' for misspelled vocabulary:",
"transfer_ori_acc": 79.0,
"transfer_atk_acc": 76.0
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 86.76,
"origin_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent'.",
"atk_acc": 75.98,
"atk_prompt": "Asks analysis the conferred priors and specified if their meanings are the same by selecting 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 76.5,
"transfer_atk_acc": 74.0
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 87.99,
"origin_prompt": "In your capacity as a language analyst, assess the following sentences and classify their similarity as 'equivalent' or 'not_equivalent'.",
"atk_acc": 76.23,
"atk_prompt": "At your power as a language psych, assess the later judgements and categories their metaphor as 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 73.0,
"transfer_atk_acc": 62.5
},
{
"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": 67.1,
"atk_prompt": "Baseline on the detail in the framework, chosen if the answers to the topic is motivated by selector 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 75.0,
"transfer_atk_acc": 25.0
},
{
"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": 52.7,
"atk_prompt": "Iike a semantic savant, determine whether the provided framework encourages the rebuttal to the topics and option 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 77.5,
"transfer_atk_acc": 70.0
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 88.3,
"origin_prompt": "Do these two sentences convey the same meaning? Indicate with 'equivalent' or 'not_equivalent'.",
"atk_acc": 77.6,
"atk_prompt": "Doing these two condemning communicate the same feeling? Stating with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 80.0,
"transfer_atk_acc": 37.5
},
{
"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": 83.4,
"atk_prompt": "As a utility for definition questions equivalence, revising the question and ranks their metaphor as either 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 81.5,
"transfer_atk_acc": 19.0
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 94.22,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 91.34,
"atk_prompt": "Represented the aftermath two phrases entailment or not_entailment? Address me with \"entailment\" or \"not_entailment\", just one verb. ",
"transfer_ori_acc": 81.0,
"transfer_atk_acc": 78.0
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 93.86,
"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": 90.61,
"atk_prompt": "At your role as an entailment analysis tool, assess the affairs between the given condemnation and classify it as 'entailment' or 'not_entailment':",
"transfer_ori_acc": 78.0,
"transfer_atk_acc": 78.0
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 96.33,
"origin_prompt": "Review this statement and decide whether it has a 'positive' or 'negative' sentiment:",
"atk_acc": 94.72,
"atk_prompt": "Considering this speech and decide whether it has a 'positive' or 'negative' foreboding: ",
"transfer_ori_acc": 90.0,
"transfer_atk_acc": 84.5
},
{
"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": 92.89,
"atk_prompt": "As a emotion classifier, detects whether the suite texts is 'positive' or 'negative'. Prayers classify: ",
"transfer_ori_acc": 90.5,
"transfer_atk_acc": 90.5
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 80.28,
"origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
"atk_acc": 67.61,
"atk_prompt": "Assess the connections between the afterward punishment and classifies it as 'entailment' or 'not_entailment'.",
"transfer_ori_acc": 52.112676056338024,
"transfer_atk_acc": 63.38028169014085
},
{
"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": 71.83,
"atk_prompt": "In your role as an entailment analysis tool, assess the coitus between the given sentencing and classify it as 'entailment' or 'not_entailment':",
"transfer_ori_acc": 52.112676056338024,
"transfer_atk_acc": 56.33802816901409
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 52.84,
"origin_prompt": "Evaluate the multiple-choice question about {} and select the most fitting response from 'A', 'B', 'C', or 'D'.",
"atk_acc": 32.09,
"atk_prompt": "Evaluation the multiple-choice topic about {} and select the most splice rebuttal from 'A', 'B', 'C', or 'D'. ",
"transfer_ori_acc": 56.99999999999999,
"transfer_atk_acc": 56.99999999999999
},
{
"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": 39.36,
"atk_prompt": "As a knowledgeable everybody in {}, prescribes your rebuttal to the multiple-choice item by chooses 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 60.0,
"transfer_atk_acc": 57.49999999999999
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 89.99,
"origin_prompt": "Find the correct answer in the context provided. If an answer cannot be found, please respond with 'unanswerable'.",
"atk_acc": 46.83,
"atk_prompt": "Find the correct rebuttal in the context offer. Until an answering cannot be found, please respond with 'unanswerable'.",
"transfer_ori_acc": 67.68135455830608,
"transfer_atk_acc": 55.79982888236188
},
{
"dataset": "squad_v2",
"type": "role",
"origin_acc": 89.88,
"origin_prompt": "As a proficient expert in the given context, search for the most relevant answer. If the answer cannot be found, respond by saying 'unanswerable'.",
"atk_acc": 44.5,
"atk_prompt": "As a clever whiz in the offered context, find for the most corresponding rebuttal. If the answer cannot exist discovering, answer by claim 'unanswerable'.",
"transfer_ori_acc": 60.89924918947474,
"transfer_atk_acc": 31.55472621921363
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.18,
"origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}:",
"atk_acc": 0.14,
"atk_prompt": "In the feature of a language expert, perform a typewriters converts for the provided pity, changing it from {} to {}: ",
"transfer_ori_acc": 0.21984470827857167,
"transfer_atk_acc": 0.22551659011949962
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0,
"origin_prompt": "",
"atk_acc": 100,
"atk_prompt": "",
"transfer_ori_acc": 0.04651534586794358,
"transfer_atk_acc": 0.04473451951750966
},
{
"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": 0.25,
"atk_prompt": "Translate the provided sentence from {} to {} while protections the original signify and background:",
"transfer_ori_acc": 0.32783732676115307,
"transfer_atk_acc": 0.3261199538366026
},
{
"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": 0.26,
"atk_prompt": "Towards the skills of a proficient performers, please evolving the following denounces from {} to {}: ",
"transfer_ori_acc": 0.3312070010004587,
"transfer_atk_acc": 0.33483136900005117
},
{
"dataset": "math",
"type": "task",
"origin_acc": 14.37,
"origin_prompt": "Determine the solution to this mathematical problem related to {}:",
"atk_acc": 0.62,
"atk_prompt": "Determine the address to this arithmetic issuing links to {}:",
"transfer_ori_acc": 5.625,
"transfer_atk_acc": 2.5
},
{
"dataset": "math",
"type": "role",
"origin_acc": 15.0,
"origin_prompt": "As a mathematics instructor, calculate the answer to the following problem related to {}:",
"atk_acc": 0.62,
"atk_prompt": "As a algebra schoolteacher, calculate the address to the following question linking to {}: ",
"transfer_ori_acc": 5.0,
"transfer_atk_acc": 3.125
}
] |