[ { "dataset": "cola", "type": "translation", "origin_acc": 86.2, "origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable':", "atk_acc": 84.7, "atk_prompt": "As a tool for assessing semantic relevance, categorize the sentence as 'acceptable' or 'unacceptable' according to its meaning and context.", "transfer_ori_acc": 76.0, "transfer_atk_acc": 71.0 }, { "dataset": "mrpc", "type": "translation", "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": "Whether a given pair of sentences is 'equivalent' or 'not_equivalent' depends on the context.", "transfer_ori_acc": 76.5, "transfer_atk_acc": 75.5 }, { "dataset": "qnli", "type": "translation", "origin_acc": 94.6, "origin_prompt": "Based on the provided context and question, decide if the information supports the answer by responding with 'entailment' or 'not_entailment'.", "atk_acc": 78.9, "atk_prompt": "By analyzing the relations between sentences, determine if a given sentence does not necessarily include other sentences and answer with 'entailment' or 'not_entailment'.", "transfer_ori_acc": 77.5, "transfer_atk_acc": 73.5 }, { "dataset": "qqp", "type": "translation", "origin_acc": 89.2, "origin_prompt": "While performing question comparison analysis, classify the similarity of the following questions as 'equivalent' for equivalent questions or 'not_equivalent' for different questions.", "atk_acc": 87.4, "atk_prompt": "Classify sentence equivalence as 'equivalent' or 'not_equivalent' by judging whether two sentences have the same meaning to each other.", "transfer_ori_acc": 83.5, "transfer_atk_acc": 82.0 }, { "dataset": "rte", "type": "translation", "origin_acc": 94.58, "origin_prompt": "Working as an entailment classifier, identify whether the given pair of sentences displays entailment or not_entailment. Respond with 'entailment' or 'not_entailment':", "atk_acc": 89.89, "atk_prompt": "Examine the paraphrases of a given sentence and classify them 'entailment' or 'not_entailment'.", "transfer_ori_acc": 81.5, "transfer_atk_acc": 76.5 }, { "dataset": "sst2", "type": "translation", "origin_acc": 96.56, "origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement:", "atk_acc": 93.46, "atk_prompt": "Please analyze the emotion in this sentence and classify it as 'positive' or 'negative'.", "transfer_ori_acc": 93.0, "transfer_atk_acc": 88.0 }, { "dataset": "wnli", "type": "translation", "origin_acc": 80.28, "origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.", "atk_acc": 73.24, "atk_prompt": "Given a couple of phrases, label their relationship as 'entailment' if one necessarily implies the other, or as 'not_entailment' if there is no such implication.", "transfer_ori_acc": 53.52112676056338, "transfer_atk_acc": 52.112676056338024 }, { "dataset": "mmlu", "type": "translation", "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": 36.52, "atk_prompt": "Choose the correct answer to the multiple-choice question below. Is '{}' an 'A', 'B', 'C', or 'D'.", "transfer_ori_acc": 61.0, "transfer_atk_acc": 50.0 }, { "dataset": "squad_v2", "type": "translation", "origin_acc": 90.05, "origin_prompt": "Please derive the most fitting answer from the context. If there isn't an answer in the context, respond with 'unanswerable'.", "atk_acc": 84.45, "atk_prompt": "Please give a solution to what kind of problem in the following sentence. If there is no solution, respond with 'unanswerable'.", "transfer_ori_acc": 68.80177306595371, "transfer_atk_acc": 63.72086653268651 }, { "dataset": "iwslt", "type": "translation", "origin_acc": 0.18, "origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact:", "atk_acc": 0.16, "atk_prompt": "Please translate the given sentence into {} to {}.", "transfer_ori_acc": 0.2198531836312239, "transfer_atk_acc": 0.21901822454249992 }, { "dataset": "un_multi", "type": "translation", "origin_acc": 0.32, "origin_prompt": "Please perform a translation of the given sentence, converting it from {} to {}:", "atk_acc": 0.31, "atk_prompt": "Please translate the given sentence, converting it from {} to {}.", "transfer_ori_acc": 0.3322090330224816, "transfer_atk_acc": 0.3353329801688461 }, { "dataset": "math", "type": "translation", "origin_acc": 15.62, "origin_prompt": "Act as a math expert and compute the result of the following mathematical task about {}:", "atk_acc": 14.37, "atk_prompt": "According to {}, determine the next value.", "transfer_ori_acc": 3.75, "transfer_atk_acc": 5.0 } ]