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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 78.5,
"origin_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable':",
"atk_acc": 72.5,
"atk_prompt": "Review the sentence below and identify whether its grammar is 'Acceptable' or 'Unacceptable' zexKUTWJYG:",
"transfer_ori_acc": 28.9,
"transfer_atk_acc": 22.7
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 79.0,
"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": 45.0,
"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": 27.0,
"transfer_atk_acc": 38.6
},
{
"dataset": "mrpc",
"type": "task",
"origin_acc": 75.5,
"origin_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent'.",
"atk_acc": 72.0,
"atk_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent' SvAp8RlOFn. ",
"transfer_ori_acc": 48.77450980392157,
"transfer_atk_acc": 0.49019607843137253
},
{
"dataset": "mrpc",
"type": "role",
"origin_acc": 75.5,
"origin_prompt": "In your capacity as a semantic assessment tool, evaluate the provided sentences and classify their meanings as 'equivalent' or 'not_equivalent'.",
"atk_acc": 73.5,
"atk_prompt": "In your capacity as a semantic assessment tool, evaluate the provided sentences and classify their meanings as 'equivalent' or 'not_equivalent' Kw6nrs57gH. ",
"transfer_ori_acc": 48.03921568627451,
"transfer_atk_acc": 56.372549019607845
},
{
"dataset": "qnli",
"type": "task",
"origin_acc": 78.0,
"origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.",
"atk_acc": 75.5,
"atk_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment' ItGDrrA1Sc. ",
"transfer_ori_acc": 26.5,
"transfer_atk_acc": 16.5
},
{
"dataset": "qnli",
"type": "role",
"origin_acc": 78.0,
"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": 74.5,
"atk_prompt": "As a semantic researcher, evaluate whether the provided context supports the answer to the question and choose 'entailment' or 'not_entailment' 6a4Yn3RGVc. ",
"transfer_ori_acc": 13.4,
"transfer_atk_acc": 11.200000000000001
},
{
"dataset": "qqp",
"type": "task",
"origin_acc": 81.5,
"origin_prompt": "Assess whether the following statements are identical in meaning by answering 'equivalent' or 'not_equivalent'.",
"atk_acc": 78.0,
"atk_prompt": "Assess whether the following statements are identical in meaning by answering 'equivalent' or 'not_equivalent' iia2yL9Uzm. ",
"transfer_ori_acc": 30.2,
"transfer_atk_acc": 26.900000000000002
},
{
"dataset": "qqp",
"type": "role",
"origin_acc": 83.0,
"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": 80.5,
"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 Cev0s49fbe. ",
"transfer_ori_acc": 26.200000000000003,
"transfer_atk_acc": 24.4
},
{
"dataset": "rte",
"type": "task",
"origin_acc": 82.5,
"origin_prompt": "Determine if the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment'.",
"atk_acc": 80.0,
"atk_prompt": "Determine if the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment' MSAddJ4D2a.",
"transfer_ori_acc": 41.15523465703971,
"transfer_atk_acc": 20.577617328519857
},
{
"dataset": "rte",
"type": "role",
"origin_acc": 81.5,
"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": 80.0,
"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' 6a4Yn3RGVc:",
"transfer_ori_acc": 24.90974729241877,
"transfer_atk_acc": 6.859205776173286
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 93.0,
"origin_prompt": "Determine the overall sentiment of this sentence, categorizing it as 'positive' or 'negative':",
"atk_acc": 90.0,
"atk_prompt": "Determine the overall sentiment of this sentence, categorizing it as 'positive' or 'negative' AMsRIKZniY: ",
"transfer_ori_acc": 14.3348623853211,
"transfer_atk_acc": 6.8807339449541285
},
{
"dataset": "sst2",
"type": "role",
"origin_acc": 92.5,
"origin_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify:",
"atk_acc": 92.0,
"atk_prompt": "Functioning as a sentiment identification tool, assess if the following expression is 'positive' or 'negative'. Classify Cev0s49fbe: ",
"transfer_ori_acc": 38.646788990825684,
"transfer_atk_acc": 33.48623853211009
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 64.79,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 59.15,
"atk_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word zexKUTWJYG. ",
"transfer_ori_acc": 25.352112676056336,
"transfer_atk_acc": 2.8169014084507045
},
{
"dataset": "wnli",
"type": "role",
"origin_acc": 63.38,
"origin_prompt": "In the role of a semantic relationship analyzer, examine the connection between the given sentences and decide if they exhibit entailment or not_entailment. Answer with 'entailment' or 'not_entailment':",
"atk_acc": 57.75,
"atk_prompt": "In the role of a semantic relationship analyzer, examine the connection between the given sentences and decide if they exhibit entailment or not_entailment. Answer with 'entailment' or 'not_entailment' 5XeflW1ZJc:",
"transfer_ori_acc": 43.66197183098591,
"transfer_atk_acc": 29.577464788732392
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 64.0,
"origin_prompt": "Regarding the following multiple-choice question on {}, pick the correct answer from the options 'A', 'B', 'C', or 'D'.",
"atk_acc": 58.0,
"atk_prompt": "Regarding the following multiple-choice question on {}, pick the correct answer from the options 'A', 'B', 'C', or 'D' Pbl3tYuoRo. ",
"transfer_ori_acc": 18.439716312056735,
"transfer_atk_acc": 23.22695035460993
},
{
"dataset": "mmlu",
"type": "role",
"origin_acc": 61.5,
"origin_prompt": "As a skilled person in the field of {}, please respond to the multiple-choice question by choosing 'A', 'B', 'C', or 'D'.",
"atk_acc": 58.0,
"atk_prompt": "As a skilled person in the field of {}, please respond to the multiple-choice question by choosing 'A', 'B', 'C', or 'D' IhuBIhoPGc.",
"transfer_ori_acc": 20.0354609929078,
"transfer_atk_acc": 18.085106382978726
}
] |