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| [ | |
| { | |
| "dataset": "cola", | |
| "type": "translation", | |
| "origin_acc": 78.1, | |
| "origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable'.", | |
| "atk_acc": 74.0, | |
| "atk_prompt": "When evaluating the grammar of the sentence, classify it as 'acceptable' or 'unacceptable' according to the rules of the French language.", | |
| "transfer_ori_acc": 0.8999999999999999, | |
| "transfer_atk_acc": 16.0 | |
| }, | |
| { | |
| "dataset": "mrpc", | |
| "type": "translation", | |
| "origin_acc": 83.09, | |
| "origin_prompt": "Evaluate whether the two provided sentences convey the same meaning by answering 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 79.66, | |
| "atk_prompt": "Using the semantic comparison method, determine whether the following two statements are 'equivalent' or 'not_equivalent'.", | |
| "transfer_ori_acc": 65.19607843137256, | |
| "transfer_atk_acc": 68.38235294117648 | |
| }, | |
| { | |
| "dataset": "qnli", | |
| "type": "translation", | |
| "origin_acc": 89.3, | |
| "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": 54.8, | |
| "atk_prompt": "Answer with 'entailment' or 'not_entailment', inferring from the given context.", | |
| "transfer_ori_acc": 32.4, | |
| "transfer_atk_acc": 26.3 | |
| }, | |
| { | |
| "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": 77.9, | |
| "atk_prompt": "As a tool for determining equivalence, check sentences and categorize them into 'equivalent' or 'not_equivalent' categories.", | |
| "transfer_ori_acc": 34.8, | |
| "transfer_atk_acc": 33.7 | |
| }, | |
| { | |
| "dataset": "rte", | |
| "type": "translation", | |
| "origin_acc": 85.2, | |
| "origin_prompt": "Are the following two sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word.", | |
| "atk_acc": 79.78, | |
| "atk_prompt": "Rate the similarity of a given sentence and categorize it as 'entailment' or 'not_entailment'.", | |
| "transfer_ori_acc": 49.81949458483754, | |
| "transfer_atk_acc": 25.63176895306859 | |
| }, | |
| { | |
| "dataset": "sst2", | |
| "type": "translation", | |
| "origin_acc": 95.53, | |
| "origin_prompt": "In the role of a sentiment analysis tool, respond with 'positive' or 'negative' to classify this statement.", | |
| "atk_acc": 93.23, | |
| "atk_prompt": "As an emotion analysis tool, determine whether the emotion in the text is 'positive' or 'negative'.", | |
| "transfer_ori_acc": 28.6697247706422, | |
| "transfer_atk_acc": 5.275229357798166 | |
| }, | |
| { | |
| "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": 33.80281690140845, | |
| "transfer_atk_acc": 11.267605633802818 | |
| }, | |
| { | |
| "dataset": "mmlu", | |
| "type": "translation", | |
| "origin_acc": 46.99, | |
| "origin_prompt": "As an expert in {}, respond to the following multiple-choice question by selecting 'A', 'B', 'C', or 'D'.", | |
| "atk_acc": 43.97, | |
| "atk_prompt": "Choose the correct answer for '{}' from 'A', 'B', 'C', or 'D' in the multiple choice problem involving,", | |
| "transfer_ori_acc": 9.042553191489363, | |
| "transfer_atk_acc": 6.560283687943262 | |
| } | |
| ] |