[ { "dataset": "cola", "type": "task", "origin_acc": 86.4, "origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable'.", "atk_acc": 39.5, "atk_prompt": "Inspect the made condemning and select if it is grammatically healthier. Answers with either 'Acceptable' or 'Unacceptable'. ", "transfer_ori_acc": 81.0, "transfer_atk_acc": 77.0 }, { "dataset": "cola", "type": "role", "origin_acc": 86.6, "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": 73.0, "atk_prompt": "While performing grammar scans, classify the verbs of the afterward condemned as 'acceptable' for correctness grammar or 'unacceptable' for inappropriate vocabulary. ", "transfer_ori_acc": 81.5, "transfer_atk_acc": 80.5 }, { "dataset": "mrpc", "type": "task", "origin_acc": 86.52, "origin_prompt": "Compare the following sentences and determine if they share the same semantic meaning by responding with 'equivalent' or 'not_equivalent'.", "atk_acc": 83.58, "atk_prompt": "Compare the later judgements and defines if they exchange the same semantic sensation by answered with 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 73.5, "transfer_atk_acc": 73.0 }, { "dataset": "mrpc", "type": "role", "origin_acc": 89.22, "origin_prompt": "As a sentence similarity evaluator, analyze the provided sentences and indicate if their meanings are 'equivalent' or 'not_equivalent'.", "atk_acc": 85.29, "atk_prompt": "As a sentence metaphor evaluator, analyze the brought priors and demonstrating if their meanings are 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 73.5, "transfer_atk_acc": 65.5 }, { "dataset": "qnli", "type": "task", "origin_acc": 94.0, "origin_prompt": "Analyze the context and question, and indicate if the context entails the answer by choosing 'entailment' or 'not_entailment'.", "atk_acc": 54.2, "atk_prompt": "Explore the context and question, and suggest if the context involves the rebuttal by selected 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 80.5, "transfer_atk_acc": 73.5 }, { "dataset": "qnli", "type": "role", "origin_acc": 93.9, "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": 61.5, "atk_prompt": "Because a semantic inquisitors, appraise whether the provided context alleges the rebuttal to the issuing and selector 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 82.5, "transfer_atk_acc": 80.5 }, { "dataset": "qqp", "type": "task", "origin_acc": 88.7, "origin_prompt": "Examine the following expressions and tell me if they are alike in meaning by using 'equivalent' or 'not_equivalent'.", "atk_acc": 85.9, "atk_prompt": "Examine the afterward words and saying me if they are uniformly in connotation by using 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 82.0, "transfer_atk_acc": 81.5 }, { "dataset": "qqp", "type": "role", "origin_acc": 90.0, "origin_prompt": "As a tool for determining question equivalence, review the questions and categorize their similarity as either 'equivalent' or 'not_equivalent'.", "atk_acc": 87.6, "atk_prompt": "Because a tool for determining question equivalence, examination the queries and classifications their likeness as either 'equivalent' or 'not_equivalent'. ", "transfer_ori_acc": 83.5, "transfer_atk_acc": 83.0 }, { "dataset": "rte", "type": "task", "origin_acc": 93.5, "origin_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.", "atk_acc": 92.42, "atk_prompt": "Deciding whether the given pair of sentencing demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 82.0, "transfer_atk_acc": 82.5 }, { "dataset": "rte", "type": "role", "origin_acc": 93.5, "origin_prompt": "As a tool for determining entailment relationships, review the two statements and categorize their connection as either 'entailment' or 'not_entailment'.", "atk_acc": 91.34, "atk_prompt": "Because a device for determining entailment relationships, review the two words and categorize their connection as either 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 83.0, "transfer_atk_acc": 81.5 }, { "dataset": "sst2", "type": "task", "origin_acc": 96.79, "origin_prompt": "Determine the overall sentiment of this sentence, categorizing it as 'positive' or 'negative'.", "atk_acc": 93.46, "atk_prompt": "Determine the plenary senses of this condemning, categorizing it as 'positive' or 'negative'. ", "transfer_ori_acc": 95.0, "transfer_atk_acc": 95.0 }, { "dataset": "sst2", "type": "role", "origin_acc": 96.56, "origin_prompt": "As a sentiment classifier, determine whether the following text is 'positive' or 'negative'.", "atk_acc": 95.18, "atk_prompt": "As a emotion classifier, ascertain whether the suite wording is 'positive' or 'negative'. ", "transfer_ori_acc": 97.5, "transfer_atk_acc": 94.5 }, { "dataset": "wnli", "type": "task", "origin_acc": 77.46, "origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.", "atk_acc": 73.24, "atk_prompt": "Appraisal the attach between the suite condemns and classify it as 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 63.38028169014085, "transfer_atk_acc": 67.6056338028169 }, { "dataset": "wnli", "type": "role", "origin_acc": 76.06, "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": 73.24, "atk_prompt": "In your role as an entailment analysis tool, assess the reports between the given sentences and classify it as 'entailment' or 'not_entailment'. ", "transfer_ori_acc": 63.38028169014085, "transfer_atk_acc": 61.97183098591549 }, { "dataset": "mmlu", "type": "task", "origin_acc": 54.08, "origin_prompt": "For the multiple-choice question related to {}, please choose the most accurate answer from 'A', 'B', 'C', or 'D'.", "atk_acc": 24.82, "atk_prompt": "Within the multiple-choice item relevant to {}, please decides the most careful rebuttal from 'A', 'B', 'C', or 'D'. ", "transfer_ori_acc": 66.5, "transfer_atk_acc": 63.0 }, { "dataset": "mmlu", "type": "role", "origin_acc": 53.72, "origin_prompt": "As an expert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.", "atk_acc": 51.95, "atk_prompt": "As an whiz in {}, respond to the following multiple-choice question by decided 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 65.5, "transfer_atk_acc": 64.0 }, { "dataset": "squad_v2", "type": "task", "origin_acc": 91.05, "origin_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, use 'unanswerable'.", "atk_acc": 55.32, "atk_prompt": "Ask subtract the most fitting rebuttal from the context. If there isn't an rebuttal in the context, use 'unanswerable'.", "transfer_ori_acc": 73.99378231946882, "transfer_atk_acc": 73.43394270771921 }, { "dataset": "squad_v2", "type": "role", "origin_acc": 90.55, "origin_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable'.", "atk_acc": 55.41, "atk_prompt": "Drawing upon your acquaintances in the context, identify the most suitable rebuttal. If an answer isn't available, state 'unanswerable'.", "transfer_ori_acc": 71.40309414291109, "transfer_atk_acc": 70.88917244194005 }, { "dataset": "iwslt", "type": "task", "origin_acc": 0.27, "origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact.", "atk_acc": 0.19, "atk_prompt": "Rightly translate the convicts from {} to {}, insurance the signify sojourn unaffected. ", "transfer_ori_acc": 0.2374651517338429, "transfer_atk_acc": 0.23893397344732503 }, { "dataset": "iwslt", "type": "role", "origin_acc": 0.27, "origin_prompt": "Assuming the responsibilities of a professional translator, translate the subsequent text passage from {} to {}.", "atk_acc": 0.19, "atk_prompt": "Adopt the indebted of a vocational artist, translate the subsequent laws transition from {} to {}. ", "transfer_ori_acc": 0.24394206967987916, "transfer_atk_acc": 0.250075978274994 }, { "dataset": "un_multi", "type": "task", "origin_acc": 0.36, "origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}.", "atk_acc": 0.35, "atk_prompt": "Perform a computer translate for the tabled sentence, changing it from {} to {}. ", "transfer_ori_acc": 0.352420428735174, "transfer_atk_acc": 0.35238062711589224 }, { "dataset": "un_multi", "type": "role", "origin_acc": 0.36, "origin_prompt": "As a skilled linguist, please convert the following sentence from {} to {}.", "atk_acc": 0.35, "atk_prompt": "As a skilled linguist, please translate the following punishment from {} to {}. ", "transfer_ori_acc": 0.3496473671163302, "transfer_atk_acc": 0.3501481660383654 }, { "dataset": "math", "type": "task", "origin_acc": 16.25, "origin_prompt": "Calculate the answer to the following math query about {}.", "atk_acc": 10.0, "atk_prompt": "Estimate the rebuttal to the following math view about {}. ", "transfer_ori_acc": 21.25, "transfer_atk_acc": 10.0 }, { "dataset": "math", "type": "role", "origin_acc": 16.25, "origin_prompt": "Act as a math expert and compute the result of the following mathematical task about {}.", "atk_acc": 13.75, "atk_prompt": "Act as a math expert and estimate the conclusion of the following mathematical task about {}. ", "transfer_ori_acc": 20.625, "transfer_atk_acc": 19.375 } ]