File size: 8,433 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": 77.9,
        "origin_prompt": "Examine the given sentence and decide if it is grammatically sound. Answer with either 'Acceptable' or 'Unacceptable'.",
        "atk_acc": 54.9,
        "atk_prompt": "Examine the yielded sentence and decide if it is pronouns audio. Answer with neither 'Acceptable' or 'Unacceptable'. ",
        "transfer_ori_acc": 0.8999999999999999,
        "transfer_atk_acc": 18.4
    },
    {
        "dataset": "cola",
        "type": "role",
        "origin_acc": 76.4,
        "origin_prompt": "Acting as a grammar detection instrument, determine if the provided sentence is grammatically sound, answering with 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar.",
        "atk_acc": 70.0,
        "atk_prompt": "Acting as a grammatical detection instruments, determining if the provided condemnation is grammatically sоund, answer with 'acceptable' for corⲅect grammatical or 'unacceptable' for incоrrect grɑmmar. ",
        "transfer_ori_acc": 36.4,
        "transfer_atk_acc": 13.700000000000001
    },
    {
        "dataset": "mrpc",
        "type": "task",
        "origin_acc": 82.6,
        "origin_prompt": "Can the given sentences be considered semantically identical? Please reply with 'equivalent' or 'not_equivalent'.",
        "atk_acc": 78.68,
        "atk_prompt": "Can the given sntences be considered semantically idеntical? Please reply with 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 65.44117647058823,
        "transfer_atk_acc": 64.2156862745098
    },
    {
        "dataset": "mrpc",
        "type": "role",
        "origin_acc": 80.15,
        "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": 75.49,
        "atk_prompt": "In the role of a sentence compraison psychoanalyst, assess the provided sentences and indicatе if they convey the same meani ng by selecting 'equivalent' or 'not_equivalent'. ",
        "transfer_ori_acc": 68.87254901960785,
        "transfer_atk_acc": 50.0
    },
    {
        "dataset": "qnli",
        "type": "task",
        "origin_acc": 88.8,
        "origin_prompt": "Evaluate whether the given context supports the answer to the question by responding with 'entailment' or 'not_entailment'.",
        "atk_acc": 62.1,
        "atk_prompt": "Evluate both the giѵen context supports the answer to the question by responding with 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 18.0,
        "transfer_atk_acc": 7.8
    },
    {
        "dataset": "qnli",
        "type": "role",
        "origin_acc": 88.8,
        "origin_prompt": "In the capacity of a language evaluator, examine if the given context justifies the answer to the question and indicate your assessment with 'entailment' or 'not_entailment'.",
        "atk_acc": 56.0,
        "atk_prompt": "In the capacity of a language evaluator, examining if the giѵen backgrounds ϳustifies the answer to the matter and indicates your assessment with 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 34.4,
        "transfer_atk_acc": 19.7
    },
    {
        "dataset": "qqp",
        "type": "task",
        "origin_acc": 88.1,
        "origin_prompt": "Are the following two questions equivalent or not? Answer me with \"equivalent\" or \"not_equivalent\".",
        "atk_acc": 80.1,
        "atk_prompt": "Are the following tԝo subjects equivalent or not? Anser me with \"equivalent\" or \"not_equivalent\". ",
        "transfer_ori_acc": 34.8,
        "transfer_atk_acc": 31.6
    },
    {
        "dataset": "qqp",
        "type": "role",
        "origin_acc": 86.5,
        "origin_prompt": "As an instrument for question comparison evaluation, consider the questions and determine if their meaning is the same, responding with 'equivalent' for similar questions or 'not_equivalent' for different questions.",
        "atk_acc": 75.7,
        "atk_prompt": "Since an instrument for question compares evaluation, consider the problems and identify if their connotation is the same, respondinɡ with 'equivalent' for similar question or 'not_equivalent' for assorted issues. ",
        "transfer_ori_acc": 35.3,
        "transfer_atk_acc": 31.3
    },
    {
        "dataset": "rte",
        "type": "task",
        "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": 81.59,
        "atk_prompt": "Be the fоllowing t wo sentences entailment or not_entailment? Answer me with \"entailment\" or \"not_entailment\", just one word. ",
        "transfer_ori_acc": 49.81949458483754,
        "transfer_atk_acc": 33.935018050541515
    },
    {
        "dataset": "rte",
        "type": "role",
        "origin_acc": 84.12,
        "origin_prompt": "In the capacity of an entailment assessment system, indicate if the link between the following sentences is 'entailment' or 'not_entailment'.",
        "atk_acc": 81.59,
        "atk_prompt": "For the capabilities of an entailment appraisals system, indicate if the link between the fo llowing sentences is 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 21.299638989169676,
        "transfer_atk_acc": 36.101083032490976
    },
    {
        "dataset": "sst2",
        "type": "task",
        "origin_acc": 94.95,
        "origin_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative'.",
        "atk_acc": 94.15,
        "atk_prompt": "Analyze the tone of this declaration and cater with or 'positive' or 'negative'. ",
        "transfer_ori_acc": 12.5,
        "transfer_atk_acc": 10.435779816513762
    },
    {
        "dataset": "sst2",
        "type": "role",
        "origin_acc": 95.41,
        "origin_prompt": "Acting as a sentiment evaluator, identify if the given sentence is 'positive' or 'negative'.",
        "atk_acc": 93.92,
        "atk_prompt": "Acting as a ambience evaluatoⲅ, identifies if the awarded sentence is 'positive' or 'negative'. ",
        "transfer_ori_acc": 10.77981651376147,
        "transfer_atk_acc": 6.077981651376147
    },
    {
        "dataset": "wnli",
        "type": "task",
        "origin_acc": 64.79,
        "origin_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment'.",
        "atk_acc": 57.75,
        "atk_prompt": "Assess the connecting between the subsequent sentence and classify it as 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 19.718309859154928,
        "transfer_atk_acc": 18.30985915492958
    },
    {
        "dataset": "wnli",
        "type": "role",
        "origin_acc": 66.2,
        "origin_prompt": "Functioning as an entailment evaluation tool, analyze the provided sentences and decide if their relationship is 'entailment' or 'not_entailment'.",
        "atk_acc": 57.75,
        "atk_prompt": "Functioning as an entailment evaluation tool, analyze the furnished sentences and decide if their relationshiр is 'entailment' or 'not_entailment'. ",
        "transfer_ori_acc": 9.859154929577464,
        "transfer_atk_acc": 5.633802816901409
    },
    {
        "dataset": "mmlu",
        "type": "task",
        "origin_acc": 46.81,
        "origin_prompt": "In relation to the multiple-choice question on {}, please provide the accurate answer by choosing 'A', 'B', 'C', or 'D'.",
        "atk_acc": 43.62,
        "atk_prompt": "In relation to the mlutiple-choice question on {}, pelase provide the meticulous answer by opt 'A', 'B', 'C', or 'D'. ",
        "transfer_ori_acc": 9.397163120567376,
        "transfer_atk_acc": 6.205673758865248
    },
    {
        "dataset": "mmlu",
        "type": "role",
        "origin_acc": 46.99,
        "origin_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D'.",
        "atk_acc": 43.97,
        "atk_prompt": "Considering your knowledge with {}, attend to the following multip le-choice questions by рicking 'A', 'B', 'C', or 'D'.",
        "transfer_ori_acc": 8.156028368794328,
        "transfer_atk_acc": 10.815602836879433
    }
]