File size: 8,291 Bytes
683d0f6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
[
    {
        "dataset": "cola",
        "type": "task",
        "origin_acc": 62.2,
        "origin_prompt": "Assess the grammatical structure of the given sentence and classify it as 'Acceptable' or 'Unacceptable'.",
        "atk_acc": 2.2,
        "atk_prompt": "Assess the grammatically s𝚝ructure of the ɡiven sentecne and clasisfy it as 'Acceptable' or 'Unacceptable'. ",
        "transfer_ori_acc": 76.3,
        "transfer_atk_acc": 77.10000000000001
    },
    {
        "dataset": "cola",
        "type": "role",
        "origin_acc": 48.0,
        "origin_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar.",
        "atk_acc": 0.0,
        "atk_prompt": "Whie peⲅforming grammar analysis, ϲlassify the grammatical of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammr. ",
        "transfer_ori_acc": 75.7,
        "transfer_atk_acc": 75.8
    },
    {
        "dataset": "mrpc",
        "type": "task",
        "origin_acc": 68.38,
        "origin_prompt": "Assess if the two given sentences have equivalent meanings by selecting 'equivalent' or 'not_equivalent'.",
        "atk_acc": 44.61,
        "atk_prompt": "Assessing if the t wo given sentences have equivalent meanings by selectiոg 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 82.84313725490196,
        "transfer_atk_acc": 81.12745098039215
    },
    {
        "dataset": "mrpc",
        "type": "role",
        "origin_acc": 68.14,
        "origin_prompt": "In the role of a sentence comparison analyst, assess the provided sentences and indicate if they convey the same meaning by selecting 'equivalent' or 'not_equivalent'.",
        "atk_acc": 44.36,
        "atk_prompt": "Onto the role of a senteոce c omparison analys𝚝, assess the given sentences and indicate if they convey the same meaning by selecting 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 80.3921568627451,
        "transfer_atk_acc": 80.14705882352942
    },
    {
        "dataset": "qnli",
        "type": "task",
        "origin_acc": 38.9,
        "origin_prompt": "Analyze the context and question, and indicate if the context entails the answer by choosing 'entailment' or 'not_entailment'.",
        "atk_acc": 0.7,
        "atk_prompt": "Analyze the context and question, and depicts if the context involves the ans wer by choosiոg 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 87.3,
        "transfer_atk_acc": 85.0
    },
    {
        "dataset": "qnli",
        "type": "role",
        "origin_acc": 41.4,
        "origin_prompt": "As a semantic researcher, evaluate whether the provided context supports the answer to the question and choose 'entailment' or 'not_entailment'.",
        "atk_acc": 0.0,
        "atk_prompt": "As a semantic reesarcher, evaluating whether the provided context supports the answering to the question and chosen 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 87.3,
        "transfer_atk_acc": 85.8
    },
    {
        "dataset": "qqp",
        "type": "task",
        "origin_acc": 41.8,
        "origin_prompt": "Do the following expressions mean the same thing? Provide your answer as 'equivalent' or 'not_equivalent'.",
        "atk_acc": 26.7,
        "atk_prompt": "Wo the following expressions meant the same thing? Provide your aոswer as 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 87.8,
        "transfer_atk_acc": 87.2
    },
    {
        "dataset": "qqp",
        "type": "role",
        "origin_acc": 33.6,
        "origin_prompt": "In your role as a question comparison tool, assess the following pair of questions and classify them as 'equivalent' or 'not_equivalent'.",
        "atk_acc": 15.0,
        "atk_prompt": "For your roⅼe as a question compɑrison tool, evaluate the 𝚏ollowing pair of questions and categorized them as 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 85.2,
        "transfer_atk_acc": 83.5
    },
    {
        "dataset": "rte",
        "type": "task",
        "origin_acc": 43.68,
        "origin_prompt": "Review the two statements and categorize their relationship as either 'entailment' or 'not_entailment'.",
        "atk_acc": 2.53,
        "atk_prompt": "Revіew the two sta𝚝ements and categorize their relationship as or 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 84.83754512635379,
        "transfer_atk_acc": 83.39350180505414
    },
    {
        "dataset": "rte",
        "type": "role",
        "origin_acc": 36.82,
        "origin_prompt": "In the role of a semantic relationship analyzer, examine the connection between the given sentences and decide if they exhibit entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.",
        "atk_acc": 0.0,
        "atk_prompt": "In the role of a semantic relationship analyzeⲅ, examine the connection between the givn sentences and determine if they exhibi𝚝 entailment or not_entailment. Answers with 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 81.2274368231047,
        "transfer_atk_acc": 82.31046931407943
    },
    {
        "dataset": "sst2",
        "type": "task",
        "origin_acc": 18.12,
        "origin_prompt": "Evaluate the sentiment of the given text and classify it as 'positive' or 'negative'.",
        "atk_acc": 0.0,
        "atk_prompt": "Evaluate the vibe of the gievn text and calssify it as 'positive' or 'negative'. ",
        "transfer_ori_acc": 94.61009174311926,
        "transfer_atk_acc": 94.61009174311926
    },
    {
        "dataset": "sst2",
        "type": "role",
        "origin_acc": 33.37,
        "origin_prompt": "Taking on the role of an emotion classifier, specify if the provided phrase is 'positive' or 'negative'.",
        "atk_acc": 0.57,
        "atk_prompt": "Taking on the roles of an emotions classi𝚏ier, speci𝚏y if the povided phrase is 'positive' or 'negative'. ",
        "transfer_ori_acc": 94.38073394495413,
        "transfer_atk_acc": 94.26605504587155
    },
    {
        "dataset": "wnli",
        "type": "task",
        "origin_acc": 23.94,
        "origin_prompt": "Does the relationship between the given sentences represent entailment or not_entailment? Respond with 'entailment' or 'not_entailment'.",
        "atk_acc": 0.0,
        "atk_prompt": "Does the relations between the given sentences ⲅepresent entailment or not_entailment? Respоnd with 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 63.38028169014085,
        "transfer_atk_acc": 60.56338028169014
    },
    {
        "dataset": "wnli",
        "type": "role",
        "origin_acc": 16.9,
        "origin_prompt": "In your role as an entailment analysis tool, assess the relationship between the given sentences and classify it as 'entailment' or 'not_entailment'.",
        "atk_acc": 1.41,
        "atk_prompt": "During your role as an entailment aalysis tool, assess the relationshiр between the given sentences and classify it as 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 57.74647887323944,
        "transfer_atk_acc": 57.74647887323944
    },
    {
        "dataset": "mmlu",
        "type": "task",
        "origin_acc": 9.1,
        "origin_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D'.",
        "atk_acc": 3.5,
        "atk_prompt": "Responding the subequent multipl-echoice question about {} by pick the right op𝚝ion amongst 'A', 'B', 'C', or 'D'. ",
        "transfer_ori_acc": 45.92198581560284,
        "transfer_atk_acc": 45.92198581560284
    },
    {
        "dataset": "mmlu",
        "type": "role",
        "origin_acc": 9.68,
        "origin_prompt": "With your understanding of {}, kindly answer the subsequent multiple-choice question by selecting 'A', 'B', 'C', or 'D'.",
        "atk_acc": 2.45,
        "atk_prompt": "Witհ your understand of {}, 𝒌indly answer the successive mսltiple-choice question by selecting 'A', 'B', 'C', or 'D'.",
        "transfer_ori_acc": 45.39007092198582,
        "transfer_atk_acc": 44.858156028368796
    }
]