[ { "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": 69.0, "transfer_atk_acc": 44.1 }, { "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": 32.35294117647059, "transfer_atk_acc": 39.950980392156865 }, { "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": 26.5, "transfer_atk_acc": 17.9 }, { "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": 23.9, "transfer_atk_acc": 2.3 }, { "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": 27.075812274368232, "transfer_atk_acc": 16.60649819494585 }, { "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": 32.798165137614674, "transfer_atk_acc": 49.19724770642202 }, { "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": 25.352112676056336, "transfer_atk_acc": 14.084507042253522 }, { "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": 22.69503546099291, "transfer_atk_acc": 28.368794326241137 } ]