[ { "dataset": "cola", "type": "task", "origin_acc": 85.9, "origin_prompt": "Determine if the grammar of the given sentence is 'Acceptable' or 'Unacceptable':", "atk_acc": 78.1, "atk_prompt": "Determinqe if the grmamar of the igven sentewnce is 'Acceptable' or 'Unacceptable':", "transfer_ori_acc": 36.4, "transfer_atk_acc": 44.7 }, { "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": 84.5, "atk_prompt": "In your role as a grammar check too, assess the following senttence and classify it as 'acceptable' if it is rgammatically correct or 'unacceptable' if it is incorroct:", "transfer_ori_acc": 43.1, "transfer_atk_acc": 3.8 }, { "dataset": "mrpc", "type": "task", "origin_acc": 87.25, "origin_prompt": "Can the given sentences be considered semantically identical? Please reply with 'equivalent' or 'not_equivalent'.", "atk_acc": 83.58, "atk_prompt": "Can the given sentences be consiedred semantically idePntical? Plaese reply with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 53.431372549019606, "transfer_atk_acc": 57.59803921568627 }, { "dataset": "mrpc", "type": "role", "origin_acc": 88.73, "origin_prompt": "As a sentence similarity evaluator, analyze the provided sentences and indicate if their meanings are 'equivalent' or 'not_equivalent'.", "atk_acc": 81.13, "atk_prompt": "A a sentWnce sidmilarity evaluator, analyze the provAded sentences and idnicate if their meanVngs are 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 25.98039215686275, "transfer_atk_acc": 31.372549019607842 }, { "dataset": "qnli", "type": "task", "origin_acc": 94.0, "origin_prompt": "Given the question and context provided, determine if the answer can be inferred by choosing 'entailment' or 'not_entailment'.", "atk_acc": 93.8, "atk_prompt": "Given the question and context provided, deermine if the answer can be inferred by choosing 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 17.1, "transfer_atk_acc": 13.700000000000001 }, { "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": 93.3, "atk_prompt": "us a sAmantic researJcher, evZluate hwether the provided context suports the answer to the question and choose 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 13.4, "transfer_atk_acc": 10.6 }, { "dataset": "qqp", "type": "task", "origin_acc": 88.2, "origin_prompt": "Please indicate if the following pair of sentences share the same meaning by responding with 'equivalent' or 'not_equivalent'.", "atk_acc": 87.4, "atk_prompt": "qPlease indicate if the folloing pair of senFences share the same meaning by resopnding with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 31.8, "transfer_atk_acc": 18.099999999999998 }, { "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": 87.3, "atk_prompt": "As a tool for determining question equivalence, review the questions and ategorize their similvarity as eitehr 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 8.200000000000001, "transfer_atk_acc": 4.2 }, { "dataset": "rte", "type": "task", "origin_acc": 94.22, "origin_prompt": "Examine the pair of sentences and determine if they exhibit entailment or not_entailment. Answer with either 'entailment' or 'not_entailment'.", "atk_acc": 92.06, "atk_prompt": "Examine the pir of sentencs and determine if they exxibit entailment or not_entailment. Answer with eitfer 'entailment' or 'not_entailment'.", "transfer_ori_acc": 27.79783393501805, "transfer_atk_acc": 21.660649819494584 }, { "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": 92.78, "atk_prompt": "As an instrument for entailment evaluation, consider the two sentences and determine if their relationship is 'entailment' or 'not_entailment'. Respodn with 'entailment' or 'not_entailment':", "transfer_ori_acc": 24.90974729241877, "transfer_atk_acc": 32.851985559566785 }, { "dataset": "sst2", "type": "task", "origin_acc": 96.56, "origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative':", "atk_acc": 95.64, "atk_prompt": "AnalyVe the tone of this statelent and resBond with etiher 'positive' or 'negative': ", "transfer_ori_acc": 47.935779816513765, "transfer_atk_acc": 8.486238532110093 }, { "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": 95.76, "atk_prompt": "s a sentiment classifier, determine whether the following text is 'positive' or 'negative'. Please claSsify: ", "transfer_ori_acc": 33.94495412844037, "transfer_atk_acc": 25.688073394495415 }, { "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": "Nssess the connection between the fnollowing sentences and classify it as 'entailment' or 'not_entailment'.", "transfer_ori_acc": 38.028169014084504, "transfer_atk_acc": 29.577464788732392 }, { "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": 76.06, "atk_prompt": "Functioning as an entailment ealuation tCol, aSalyze the provided sentences and decide if their relationship is 'entailment' or 'not_entailment':", "transfer_ori_acc": 43.66197183098591, "transfer_atk_acc": 40.845070422535215 }, { "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": 51.95, "atk_prompt": "Pqlease respond to the multiple-choice question about {} by Aelecting the appropriate answer: 'A', 'B', 'C', or 'D'. ", "transfer_ori_acc": 19.148936170212767, "transfer_atk_acc": 17.907801418439718 }, { "dataset": "mmlu", "type": "role", "origin_acc": 53.19, "origin_prompt": "As an expert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.", "atk_acc": 51.77, "atk_prompt": "As an exert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 23.04964539007092, "transfer_atk_acc": 24.645390070921984 } ]