[ { "dataset": "cola", "type": "translation", "origin_acc": 78.0, "origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable':", "atk_acc": 74.6, "atk_prompt": "As a tool for classifying valid sentences, determine whether 'acceptable' or 'unacceptable' is based on its grammatical rules.", "transfer_ori_acc": 86.2, "transfer_atk_acc": 85.8 }, { "dataset": "mrpc", "type": "translation", "origin_acc": 82.6, "origin_prompt": "As a semantic comparison expert, evaluate the given pair of sentences and determine if they are 'equivalent' or 'not_equivalent'.", "atk_acc": 77.7, "atk_prompt": "Determine whether a given pair of sentences is 'equivalent' or 'not_equivalent', and whether they are semantically identical.", "transfer_ori_acc": 84.31372549019608, "transfer_atk_acc": 85.29411764705883 }, { "dataset": "qnli", "type": "translation", "origin_acc": 89.8, "origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.", "atk_acc": 53.1, "atk_prompt": "Answer with 'entailment' or 'not_entailment', inferring from the given context.", "transfer_ori_acc": 93.89999999999999, "transfer_atk_acc": 93.4 }, { "dataset": "qqp", "type": "translation", "origin_acc": 88.1, "origin_prompt": "Are the following two questions equivalent or not? Answer me with \"equivalent\" or \"not_equivalent\".", "atk_acc": 70.9, "atk_prompt": "As a tool for determining the equivalence of problems, the problems are examined and their similarity is classified as 'equivalent' or 'not_equivalent'.", "transfer_ori_acc": 87.8, "transfer_atk_acc": 87.3 }, { "dataset": "rte", "type": "translation", "origin_acc": 86.64, "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", "atk_acc": 80.51, "atk_prompt": "Determinate the semantic connections of a given sentence and classify it as 'entailment' or 'not_entailment'.", "transfer_ori_acc": 94.22382671480143, "transfer_atk_acc": 90.97472924187726 }, { "dataset": "sst2", "type": "translation", "origin_acc": 95.41, "origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement:", "atk_acc": 92.78, "atk_prompt": "Classify what you're trying to convey in this sentence as 'positive' if it's positive, and 'negative' if it's negative.", "transfer_ori_acc": 96.44495412844036, "transfer_atk_acc": 96.55963302752293 }, { "dataset": "wnli", "type": "translation", "origin_acc": 66.2, "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", "atk_acc": 49.3, "atk_prompt": "Examine the paraphrases of a given sentence and classify them 'entailment' or 'not_entailment'.", "transfer_ori_acc": 78.87323943661971, "transfer_atk_acc": 78.87323943661971 }, { "dataset": "mmlu", "type": "translation", "origin_acc": 45.74, "origin_prompt": "For each multiple-choice question about {}, identify the correct answer by selecting 'A', 'B', 'C', or 'D'.", "atk_acc": 41.84, "atk_prompt": "Choose the correct answer for '{}' from 'A', 'B', 'C', or 'D' in the multiple choice problem involving,", "transfer_ori_acc": 51.77304964539007, "transfer_atk_acc": 53.90070921985816 }, { "dataset": "squad_v2", "type": "translation", "origin_acc": 88.18, "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": 84.51, "atk_prompt": "Please give the cause of the incident mentioned in the context. If the cause is not clear, respond with 'unanswerable'.", "transfer_ori_acc": 89.88229949874687, "transfer_atk_acc": 88.87093586238325 }, { "dataset": "iwslt", "type": "translation", "origin_acc": 0.14, "origin_prompt": "Please perform a translation of the given sentence, converting it from {} to {}:", "atk_acc": 0.12, "atk_prompt": "Please translate the sentences below into {}, then {}.", "transfer_ori_acc": 0.17287994792239936, "transfer_atk_acc": 0.1731981736461422 }, { "dataset": "un_multi", "type": "translation", "origin_acc": 0.27, "origin_prompt": "Convert the following sentence from its original {} language to the target language {}:", "atk_acc": 0.26, "atk_prompt": "Please translate the next sentence from {} to {}.", "transfer_ori_acc": 0.31092395135800066, "transfer_atk_acc": 0.3173709801911563 }, { "dataset": "math", "type": "translation", "origin_acc": 16.25, "origin_prompt": "Evaluate the following mathematical problem that includes {}:", "atk_acc": 10.62, "atk_prompt": "Compute the result of {}.", "transfer_ori_acc": 13.750000000000002, "transfer_atk_acc": 12.5 } ]