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| [ | |
| { | |
| "dataset": "cola", | |
| "type": "translation", | |
| "origin_acc": 86.9, | |
| "origin_prompt": "In the capacity of a grammar assessment system, indicate if the structure of the provided sentence is grammatically correct, responding with 'acceptable' or 'unacceptable'.", | |
| "atk_acc": 84.6, | |
| "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": 80.5, | |
| "transfer_atk_acc": 78.5 | |
| }, | |
| { | |
| "dataset": "mrpc", | |
| "type": "translation", | |
| "origin_acc": 88.97, | |
| "origin_prompt": "As a sentence similarity evaluator, analyze the provided sentences and indicate if their meanings are 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 84.07, | |
| "atk_prompt": "Whether a given pair of sentences is 'equivalent' or 'not_equivalent' depends on the context.", | |
| "transfer_ori_acc": 73.0, | |
| "transfer_atk_acc": 68.5 | |
| }, | |
| { | |
| "dataset": "qnli", | |
| "type": "translation", | |
| "origin_acc": 94.5, | |
| "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": 83.0, | |
| "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": 82.5, | |
| "transfer_atk_acc": 83.0 | |
| }, | |
| { | |
| "dataset": "qqp", | |
| "type": "translation", | |
| "origin_acc": 90.0, | |
| "origin_prompt": "As a tool for determining question equivalence, review the questions and categorize their similarity as either 'equivalent' or 'not_equivalent'.", | |
| "atk_acc": 87.7, | |
| "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": 93.86, | |
| "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": 90.61, | |
| "atk_prompt": "Examine the semantic match of a given sentence and categorize it as 'entailment' or 'not_entailment'.", | |
| "transfer_ori_acc": 81.0, | |
| "transfer_atk_acc": 83.5 | |
| }, | |
| { | |
| "dataset": "sst2", | |
| "type": "translation", | |
| "origin_acc": 96.9, | |
| "origin_prompt": "Working as a sentiment analyzer, please indicate if the following text is 'positive' or 'negative'.", | |
| "atk_acc": 94.38, | |
| "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": 94.0 | |
| }, | |
| { | |
| "dataset": "wnli", | |
| "type": "translation", | |
| "origin_acc": 77.46, | |
| "origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.", | |
| "atk_acc": 74.65, | |
| "atk_prompt": "For the purpose of determining implicative relations, analyze the relations of the following sentences and classify them as 'entailment' or 'not_entailment'.", | |
| "transfer_ori_acc": 64.7887323943662, | |
| "transfer_atk_acc": 67.6056338028169 | |
| }, | |
| { | |
| "dataset": "mmlu", | |
| "type": "translation", | |
| "origin_acc": 54.08, | |
| "origin_prompt": "For the multiple-choice question related to {}, please choose the most accurate answer from 'A', 'B', 'C', or 'D'.", | |
| "atk_acc": 51.95, | |
| "atk_prompt": "Choose the correct answer to the multiple-choice question below. Is '{}' an 'A', 'B', 'C', or 'D'.", | |
| "transfer_ori_acc": 67.0, | |
| "transfer_atk_acc": 64.0 | |
| }, | |
| { | |
| "dataset": "squad_v2", | |
| "type": "translation", | |
| "origin_acc": 91.05, | |
| "origin_prompt": "Identify the most relevant answer from the context. If it's not possible to find an answer, state 'unanswerable'.", | |
| "atk_acc": 88.73, | |
| "atk_prompt": "Consider the information derived from the given text and provide the most detailed answer. If the answer is not in the text, please answer 'unanswerable'.", | |
| "transfer_ori_acc": 72.3491019997885, | |
| "transfer_atk_acc": 71.31832107108869 | |
| }, | |
| { | |
| "dataset": "iwslt", | |
| "type": "translation", | |
| "origin_acc": 0.27, | |
| "origin_prompt": "Accurately translate the sentence from {} to {}, ensuring the meaning remains intact.", | |
| "atk_acc": 0.22, | |
| "atk_prompt": "Please translate the next sentence from {} to {}.", | |
| "transfer_ori_acc": 0.23995314484551905, | |
| "transfer_atk_acc": 0.24739994137612475 | |
| }, | |
| { | |
| "dataset": "un_multi", | |
| "type": "translation", | |
| "origin_acc": 0.36, | |
| "origin_prompt": "Perform a machine translation for the provided sentence, changing it from {} to {}.", | |
| "atk_acc": 0.35, | |
| "atk_prompt": "Please convert the following sentences to {} and translate to {}.", | |
| "transfer_ori_acc": 0.35144263758899796, | |
| "transfer_atk_acc": 0.24209939561319205 | |
| }, | |
| { | |
| "dataset": "math", | |
| "type": "translation", | |
| "origin_acc": 16.88, | |
| "origin_prompt": "Figure out the solution for the following mathematical task with {}.", | |
| "atk_acc": 10.0, | |
| "atk_prompt": "According to {}, set the following value.", | |
| "transfer_ori_acc": 21.25, | |
| "transfer_atk_acc": 25.624999999999996 | |
| } | |
| ] |