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[
{
"dataset": "cola",
"type": "task",
"origin_acc": 86.2,
"origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable':",
"atk_acc": 78.7,
"atk_prompt": "Assess the following sentence and identify if it is pronouns cоrrect. Replying with 'Acceptable' or 'Unacceptable':",
"transfer_ori_acc": 69.0,
"transfer_atk_acc": 67.4
},
{
"dataset": "cola",
"type": "role",
"origin_acc": 86.0,
"origin_prompt": "As a grammar identification system, examine the provided sentence and respond with 'acceptable' for grammatically correct sentences or 'unacceptable' for incorrect ones:",
"atk_acc": 81.0,
"atk_prompt": "Aѕ a grammar identificatiоn systems, examine the provided sentence and respoոd with 'acceptable' for pronouns rightness sentence or 'unacceptable' for incorrect those:",
"transfer_ori_acc": 9.6,
"transfer_atk_acc": 22.2
},
{
"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": 83.09,
"atk_prompt": "Invited analyze the provideԁ verdicts and indicate if their meanings are the same by selecting 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 54.166666666666664,
"transfer_atk_acc": 12.009803921568627
},
{
"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": 81.13,
"atk_prompt": "In your capacity as a linguistics aոalyst, evaluate the following sentences and classify their metaphor as 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 51.225490196078425,
"transfer_atk_acc": 26.225490196078432
},
{
"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": 93.3,
"atk_prompt": "Evaluate whetheⲅ the given context favours the answer to the question by responding with 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 26.5,
"transfer_atk_acc": 2.6
},
{
"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": 93.1,
"atk_prompt": "In your role as a linguistic searchers, ԁetermine if the context awarded presupposes the answer to the questions and provide your conclusions with 'entailment' or 'not_entailment'. ",
"transfer_ori_acc": 31.5,
"transfer_atk_acc": 19.2
},
{
"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": 86.4,
"atk_prompt": "Do these two verdicts convey the same connotation? Denotes with 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 28.7,
"transfer_atk_acc": 18.7
},
{
"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": 78.2,
"atk_prompt": "As a tool for deciding question equivalence, review the problems and categorize their metaphor as neither 'equivalent' or 'not_equivalent'. ",
"transfer_ori_acc": 8.200000000000001,
"transfer_atk_acc": 9.6
},
{
"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": 89.89,
"atk_prompt": "Are the subsequent secondly sentencing entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word. ",
"transfer_ori_acc": 27.075812274368232,
"transfer_atk_acc": 10.830324909747292
},
{
"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": 90.25,
"atk_prompt": "Throughout your role as an entailment analysis instrument, assess the relationship between the given punishments and classify it as 'entailment' or 'not_entailment':",
"transfer_ori_acc": 44.04332129963899,
"transfer_atk_acc": 14.079422382671481
},
{
"dataset": "sst2",
"type": "task",
"origin_acc": 96.44,
"origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative':",
"atk_acc": 95.76,
"atk_prompt": "Analysis the tone of this speeches and respond with or 'positive' or 'negative': ",
"transfer_ori_acc": 47.935779816513765,
"transfer_atk_acc": 13.073394495412844
},
{
"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": 93.92,
"atk_prompt": "Aѕ a emotion classifier, determine whether the follow ing text is 'positive' or 'negative'. Inviting classify: ",
"transfer_ori_acc": 33.94495412844037,
"transfer_atk_acc": 40.825688073394495
},
{
"dataset": "wnli",
"type": "task",
"origin_acc": 78.87,
"origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.",
"atk_acc": 74.65,
"atk_prompt": "Are the flolowing two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one adjective. ",
"transfer_ori_acc": 25.352112676056336,
"transfer_atk_acc": 4.225352112676056
},
{
"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": "Functioոing as an entailment evaluation tool, analyze the provided sentences and decіde if their rapport is 'entailment' or 'not_entailment':",
"transfer_ori_acc": 43.66197183098591,
"transfer_atk_acc": 5.633802816901409
},
{
"dataset": "mmlu",
"type": "task",
"origin_acc": 52.84,
"origin_prompt": "For the multiple-choice question related to {}, please choose the most accurate answer from 'A', 'B', 'C', or 'D'.",
"atk_acc": 51.24,
"atk_prompt": "In the multiple-choice question rel ated to {}, inviting choose the most accurate answer from 'A', 'B', 'C', or 'D'. ",
"transfer_ori_acc": 18.79432624113475,
"transfer_atk_acc": 20.56737588652482
},
{
"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": 51.24,
"atk_prompt": "As a knowledgeable indiivdual in {}, provide your replies to the multiple-choice problem by choosing 'A', 'B', 'C', or 'D'.",
"transfer_ori_acc": 22.69503546099291,
"transfer_atk_acc": 23.04964539007092
}
] |