[ { "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": 69.0, "transfer_atk_acc": 54.2 }, { "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": 25.98039215686275, "transfer_atk_acc": 21.323529411764707 }, { "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": 38.4, "transfer_atk_acc": 33.800000000000004 }, { "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": 12.2, "transfer_atk_acc": 12.2 }, { "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": 49.81949458483754, "transfer_atk_acc": 27.075812274368232 }, { "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": 32.798165137614674, "transfer_atk_acc": 46.559633027522935 }, { "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": 38.028169014084504, "transfer_atk_acc": 42.25352112676056 }, { "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": 23.04964539007092, "transfer_atk_acc": 19.680851063829788 } ]