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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": 80.0, | |
| "transfer_atk_acc": 81.0 | |
| }, | |
| { | |
| "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": 67.0, | |
| "transfer_atk_acc": 69.5 | |
| }, | |
| { | |
| "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": 83.0, | |
| "transfer_atk_acc": 81.0 | |
| }, | |
| { | |
| "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": 82.5, | |
| "transfer_atk_acc": 83.5 | |
| }, | |
| { | |
| "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": 82.5, | |
| "transfer_atk_acc": 85.5 | |
| }, | |
| { | |
| "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": 97.0, | |
| "transfer_atk_acc": 94.5 | |
| }, | |
| { | |
| "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": 70.4225352112676, | |
| "transfer_atk_acc": 64.7887323943662 | |
| }, | |
| { | |
| "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": 65.5, | |
| "transfer_atk_acc": 64.0 | |
| }, | |
| { | |
| "dataset": "squad_v2", | |
| "type": "translation", | |
| "origin_acc": 87.91, | |
| "origin_prompt": "From the context, provide the most precise answer. If the answer is not in the context, respond with 'unanswerable'.", | |
| "atk_acc": 86.22, | |
| "atk_prompt": "Briefly describes the situation and provides the corresponding response. If the answer cannot be found, answer with 'unanswerable'.", | |
| "transfer_ori_acc": 69.83640054239395, | |
| "transfer_atk_acc": 72.76139466416227 | |
| }, | |
| { | |
| "dataset": "iwslt", | |
| "type": "translation", | |
| "origin_acc": 0.22, | |
| "origin_prompt": "Convert the following sentence from its original {} language to the target language {}.", | |
| "atk_acc": 0.2, | |
| "atk_prompt": "Please translate the sentences below into {}, then {}.", | |
| "transfer_ori_acc": 0.23832533943033335, | |
| "transfer_atk_acc": 0.15419195840841615 | |
| }, | |
| { | |
| "dataset": "un_multi", | |
| "type": "translation", | |
| "origin_acc": 0.31, | |
| "origin_prompt": "Translate the provided sentence from {} to {} while maintaining the original meaning and context.", | |
| "atk_acc": 0.3, | |
| "atk_prompt": "Please translate the given sentence into {} to {}.", | |
| "transfer_ori_acc": 0.3463602362945987, | |
| "transfer_atk_acc": 0.34766151675771106 | |
| }, | |
| { | |
| "dataset": "math", | |
| "type": "translation", | |
| "origin_acc": 18.12, | |
| "origin_prompt": "Embodying a mathematics advisor, find the answer to the following math problem with {}.", | |
| "atk_acc": 15.62, | |
| "atk_prompt": "According to {}, set the following value.", | |
| "transfer_ori_acc": 23.125, | |
| "transfer_atk_acc": 25.0 | |
| } | |
| ] |