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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 86.1,
"origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable':",
"atk_acc": 76.3,
"atk_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable' and false is not true :",
"transfer_ori_acc": 77.9,
"transfer_atk_acc": 76.9
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 86.1,
"origin_prompt": "In your role as a grammar check tool, assess the following sentence and classify it as 'acceptable' if it is grammatically correct or 'unacceptable' if it is incorrect:",
"atk_acc": 34.5,
"atk_prompt": "In your role as a grammar check tool, assess the following sentence and classify it as 'acceptable' if it is grammatically correct or 'unacceptable' if it is incorrect and true is true and true is true and true is true and true is true and true is true :",
"transfer_ori_acc": 75.7,
"transfer_atk_acc": 75.6
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 87.5,
"origin_prompt": "Are the meanings of the following pair of sentences the same? Answer with 'equivalent' or 'not_equivalent'.",
"atk_acc": 85.05,
"atk_prompt": "Are the meanings of the following pair of sentences the same? Answer with 'equivalent' or 'not_equivalent' and false is not true . ",
"transfer_ori_acc": 82.1078431372549,
"transfer_atk_acc": 72.79411764705883
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 87.01,
"origin_prompt": "As a textual similarity evaluator, analyze the following pair of sentences and determine if they are semantically 'equivalent' or 'not_equivalent'.",
"atk_acc": 85.78,
"atk_prompt": "As a textual similarity evaluator, analyze the following pair of sentences and determine if they are semantically 'equivalent' or 'not_equivalent' and false is not true . ",
"transfer_ori_acc": 80.14705882352942,
"transfer_atk_acc": 81.86274509803921
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 94.1,
"origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 93.4,
"atk_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment' and true is true . ",
"transfer_ori_acc": 90.4,
"transfer_atk_acc": 88.8
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 94.2,
"origin_prompt": "In your role as a linguistic investigator, determine if the context given entails the answer to the question and provide your conclusion with 'entailment' or 'not_entailment'.",
"atk_acc": 93.8,
"atk_prompt": "In your role as a linguistic investigator, determine if the context given entails the answer to the question and provide your conclusion with 'entailment' or 'not_entailment' and true is true and true is true and true is true and true is true and true is true . ",
"transfer_ori_acc": 90.4,
"transfer_atk_acc": 81.10000000000001
},
{
"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": 86.7,
"atk_prompt": "Do these two sentences convey the same meaning? Indicate with 'equivalent' or 'not_equivalent' and false is not true . ",
"transfer_ori_acc": 87.5,
"transfer_atk_acc": 83.5
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 88.3,
"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": 88.0,
"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 and true is true . ",
"transfer_ori_acc": 87.3,
"transfer_atk_acc": 87.3
},
{
"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": 91.7,
"atk_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word and true is true and true is true and true is true and true is true and true is true . ",
"transfer_ori_acc": 88.08664259927798,
"transfer_atk_acc": 86.28158844765343
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 93.86,
"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": 92.06,
"atk_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' and true is true and true is true and true is true and true is true and true is true :",
"transfer_ori_acc": 85.5595667870036,
"transfer_atk_acc": 86.28158844765343
},
{
"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": 90.94,
"atk_prompt": "Review this statement and decide whether it has a 'positive' or 'negative' sentiment and false is not true : ",
"transfer_ori_acc": 95.06880733944955,
"transfer_atk_acc": 95.06880733944955
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 96.56,
"origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement:",
"atk_acc": 73.85,
"atk_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement and false is not true : ",
"transfer_ori_acc": 95.41284403669725,
"transfer_atk_acc": 94.72477064220183
},
{
"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": 76.06,
"atk_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment' and false is not true .",
"transfer_ori_acc": 61.97183098591549,
"transfer_atk_acc": 64.7887323943662
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 80.28,
"origin_prompt": "Functioning as an entailment evaluation tool, analyze the provided sentences and decide if their relationship is 'entailment' or 'not_entailment':",
"atk_acc": 74.65,
"atk_prompt": "Functioning as an entailment evaluation tool, analyze the provided sentences and decide if their relationship is 'entailment' or 'not_entailment' and false is not true :",
"transfer_ori_acc": 61.97183098591549,
"transfer_atk_acc": 69.01408450704226
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 52.84,
"origin_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D'.",
"atk_acc": 51.6,
"atk_prompt": "Please respond to the multiple-choice question about {} by selecting the appropriate answer: 'A', 'B', 'C', or 'D' and false is not true . ",
"transfer_ori_acc": 45.0354609929078,
"transfer_atk_acc": 45.0354609929078
},
{
"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": 52.48,
"atk_prompt": "As a knowledgeable individual in {}, provide your response to the multiple-choice question by choosing 'A', 'B', 'C', or 'D' and true is true and true is true and true is true and true is true and true is true .",
"transfer_ori_acc": 44.50354609929078,
"transfer_atk_acc": 45.21276595744681
},
{
"dataset": "squad_v2",
"type": "task",
"origin_acc": 90.05,
"origin_prompt": "Search the context for the most relevant answer. If the answer cannot be found, respond with 'unanswerable'.",
"atk_acc": 88.82,
"atk_prompt": "Search the context for the most relevant answer. If the answer cannot be found, respond with 'unanswerable' and true is true .",
"transfer_ori_acc": 87.81659437054175,
"transfer_atk_acc": 87.81659437054175
},
{
"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": 87.88,
"atk_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' and true is true .",
"transfer_ori_acc": 88.18023073417811,
"transfer_atk_acc": 88.31659437054175
},
{
"dataset": "iwslt",
"type": "task",
"origin_acc": 0.18,
"origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact:",
"atk_acc": 0.12,
"atk_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact and true is true and true is true and true is true and true is true and true is true :",
"transfer_ori_acc": 0.13434360012327884,
"transfer_atk_acc": 0.09023032491346743
},
{
"dataset": "iwslt",
"type": "role",
"origin_acc": 0.18,
"origin_prompt": "Assuming the role of an expert language translator, translate the given text from {} to {}:",
"atk_acc": 0.14,
"atk_prompt": "Assuming the role of an expert language translator, translate the given text from {} to and true is true and true is true and true is true and true is true and true is true {}: ",
"transfer_ori_acc": 0.13744908017105148,
"transfer_atk_acc": 0.06398704498208274
},
{
"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": 0.27,
"atk_prompt": "Translate the provided sentence from {} to {} while maintaining the original meaning and context and true is true and true is true and true is true and true is true and true is true :",
"transfer_ori_acc": 0.2678951646057538,
"transfer_atk_acc": 0.1530186432348487
},
{
"dataset": "un_multi",
"type": "role",
"origin_acc": 0.32,
"origin_prompt": "As a language specialist, accurately translate the provided sentence from {} to {}:",
"atk_acc": 0.29,
"atk_prompt": "As a language specialist, accurately translate the provided sentence from {} to and true is true and true is true and true is true and true is true and true is true {}: ",
"transfer_ori_acc": 0.2673389915652739,
"transfer_atk_acc": 0.23120942309879006
},
{
"dataset": "math",
"type": "task",
"origin_acc": 15.0,
"origin_prompt": "Compute the result of this math task concerning {}:",
"atk_acc": 11.88,
"atk_prompt": "Compute the result of this math task concerning and false is not true {}:",
"transfer_ori_acc": 11.875,
"transfer_atk_acc": 11.875
},
{
"dataset": "math",
"type": "role",
"origin_acc": 15.0,
"origin_prompt": "In the shoes of a mathematics master, obtain the result for this math question that includes {}:",
"atk_acc": 11.25,
"atk_prompt": "In the shoes of a mathematics master, obtain the result for this math question that includes and false is not true {}: ",
"transfer_ori_acc": 10.0,
"transfer_atk_acc": 12.5
}
] |