File size: 12,050 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
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
[
    {
        "dataset": "cola",
        "type": "task",
        "origin_acc": 78.1,
        "origin_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable'.",
        "atk_acc": 77.0,
        "atk_prompt": "Assess the following sentence and determine if it is grammatically correct. Respond with 'Acceptable' or 'Unacceptable' zexKUTWJYG. ",
        "transfer_ori_acc": 80.0,
        "transfer_atk_acc": 79.5
    },
    {
        "dataset": "cola",
        "type": "role",
        "origin_acc": 75.7,
        "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": 74.6,
        "atk_prompt": "While performing grammar analysis, classify the grammar of the following sentence as 'acceptable' for correct grammar or 'unacceptable' for incorrect grammar zexKUTWJYG. ",
        "transfer_ori_acc": 82.0,
        "transfer_atk_acc": 81.0
    },
    {
        "dataset": "mrpc",
        "type": "task",
        "origin_acc": 82.84,
        "origin_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent'.",
        "atk_acc": 80.88,
        "atk_prompt": "Please analyze the provided sentences and indicate if their meanings are the same by choosing 'equivalent' or 'not_equivalent' CuVpbbkC4c. ",
        "transfer_ori_acc": 71.0,
        "transfer_atk_acc": 70.5
    },
    {
        "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": 79.66,
        "atk_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' BWmsLx8xOA. ",
        "transfer_ori_acc": 71.5,
        "transfer_atk_acc": 70.5
    },
    {
        "dataset": "qnli",
        "type": "task",
        "origin_acc": 87.8,
        "origin_prompt": "Based on the information in the context, decide if the answer to the question is justified by choosing 'entailment' or 'not_entailment'.",
        "atk_acc": 86.4,
        "atk_prompt": "Based on the information in the context, decide if the answer to the question is justified by choosing 'entailment' or 'not_entailment' mOJ9nEwT4f. ",
        "transfer_ori_acc": 82.0,
        "transfer_atk_acc": 80.5
    },
    {
        "dataset": "qnli",
        "type": "role",
        "origin_acc": 88.5,
        "origin_prompt": "In your role as a semantic evaluator, determine if the provided context justifies the answer to the question and answer with 'entailment' or 'not_entailment'.",
        "atk_acc": 87.7,
        "atk_prompt": "In your role as a semantic evaluator, determine if the provided context justifies the answer to the question and answer with 'entailment' or 'not_entailment' MSAddJ4D2a. ",
        "transfer_ori_acc": 81.5,
        "transfer_atk_acc": 83.0
    },
    {
        "dataset": "qqp",
        "type": "task",
        "origin_acc": 87.6,
        "origin_prompt": "Are the meanings of these two phrases the same? Reply with 'equivalent' or 'not_equivalent'.",
        "atk_acc": 87.4,
        "atk_prompt": "Are the meanings of these two phrases the same? Reply with 'equivalent' or 'not_equivalent' Pbl3tYuoRo. ",
        "transfer_ori_acc": 81.0,
        "transfer_atk_acc": 79.5
    },
    {
        "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": 86.0,
        "atk_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 6a4Yn3RGVc. ",
        "transfer_ori_acc": 83.0,
        "transfer_atk_acc": 83.0
    },
    {
        "dataset": "rte",
        "type": "task",
        "origin_acc": 84.84,
        "origin_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment'.",
        "atk_acc": 83.39,
        "atk_prompt": "Identify whether the given pair of sentences demonstrates entailment or not_entailment. Answer with 'entailment' or 'not_entailment' 6a4Yn3RGVc. ",
        "transfer_ori_acc": 82.0,
        "transfer_atk_acc": 82.5
    },
    {
        "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": 82.31,
        "atk_prompt": "In the capacity of an entailment assessment system, indicate if the link between the following sentences is 'entailment' or 'not_entailment' MQnugHcaoy. ",
        "transfer_ori_acc": 82.0,
        "transfer_atk_acc": 81.5
    },
    {
        "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": 94.5,
        "atk_prompt": "Analyze the tone of this statement and respond with either 'positive' or 'negative' XStsD2pUzu. ",
        "transfer_ori_acc": 94.5,
        "transfer_atk_acc": 97.0
    },
    {
        "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": 94.84,
        "atk_prompt": "Acting as a sentiment evaluator, identify if the given sentence is 'positive' or 'negative' SFPCqpiClT. ",
        "transfer_ori_acc": 96.5,
        "transfer_atk_acc": 96.0
    },
    {
        "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": 63.38,
        "atk_prompt": "Assess the connection between the following sentences and classify it as 'entailment' or 'not_entailment' Cev0s49fbe. ",
        "transfer_ori_acc": 66.19718309859155,
        "transfer_atk_acc": 69.01408450704226
    },
    {
        "dataset": "wnli",
        "type": "role",
        "origin_acc": 66.2,
        "origin_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment'.",
        "atk_acc": 66.2,
        "atk_prompt": "As an entailment identification system, examine the connection between the following sentences and respond with 'entailment' or 'not_entailment' 5XeflW1ZJc. ",
        "transfer_ori_acc": 60.56338028169014,
        "transfer_atk_acc": 63.38028169014085
    },
    {
        "dataset": "mmlu",
        "type": "task",
        "origin_acc": 45.92,
        "origin_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D'.",
        "atk_acc": 45.04,
        "atk_prompt": "Answer the subsequent multiple-choice question about {} by picking the right option among 'A', 'B', 'C', or 'D' KjPJJ2a7RB. ",
        "transfer_ori_acc": 66.0,
        "transfer_atk_acc": 66.0
    },
    {
        "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": 45.04,
        "atk_prompt": "Considering your familiarity with {}, attend to the following multiple-choice question by picking 'A', 'B', 'C', or 'D' SFPCqpiClT.",
        "transfer_ori_acc": 65.5,
        "transfer_atk_acc": 65.5
    },
    {
        "dataset": "squad_v2",
        "type": "task",
        "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": 87.05,
        "atk_prompt": "From the context, provide the most precise answer. If the answer is not in the context, respond with 'unanswerable' 5yWbBXztUY.",
        "transfer_ori_acc": 69.33640054239395,
        "transfer_atk_acc": 68.59989260588603
    },
    {
        "dataset": "squad_v2",
        "type": "role",
        "origin_acc": 87.05,
        "origin_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable'.",
        "atk_acc": 86.55,
        "atk_prompt": "Drawing upon your expertise in the context, determine the most suitable answer. If an answer isn't available, state 'unanswerable' 5XeflW1ZJc.",
        "transfer_ori_acc": 71.1631951530121,
        "transfer_atk_acc": 74.10685231284573
    },
    {
        "dataset": "iwslt",
        "type": "task",
        "origin_acc": 0.22,
        "origin_prompt": "Convert the following sentence from its original {} language to the target language {}.",
        "atk_acc": 0.22,
        "atk_prompt": "Convert the following sentence from its original {} language to the target language LkF0FZxMZ4 {}. ",
        "transfer_ori_acc": 0.23991880278182126,
        "transfer_atk_acc": 0.2348130480000894
    },
    {
        "dataset": "iwslt",
        "type": "role",
        "origin_acc": 0.22,
        "origin_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to {}.",
        "atk_acc": 0.21,
        "atk_prompt": "In the role of a language expert, perform a machine translation for the provided sentence, changing it from {} to MQnugHcaoy {}. ",
        "transfer_ori_acc": 0.244428238867859,
        "transfer_atk_acc": 0.2280062687297454
    },
    {
        "dataset": "un_multi",
        "type": "task",
        "origin_acc": 0.31,
        "origin_prompt": "Translate the following text from the source language {} to the target language {}.",
        "atk_acc": 0.3,
        "atk_prompt": "Translate the following text from the source language {} to the target language Cev0s49fbe {}. ",
        "transfer_ori_acc": 0.3520628408924414,
        "transfer_atk_acc": 0.35416969837419654
    },
    {
        "dataset": "un_multi",
        "type": "role",
        "origin_acc": 0.31,
        "origin_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to {}.",
        "atk_acc": 0.29,
        "atk_prompt": "In the capacity of a proficient translator, please change the following sentence from {} to OB4KVJzIft {}. ",
        "transfer_ori_acc": 0.3486649402303781,
        "transfer_atk_acc": 0.3424551550058589
    },
    {
        "dataset": "math",
        "type": "task",
        "origin_acc": 17.5,
        "origin_prompt": "Resolve the following mathematical question associated with {}.",
        "atk_acc": 15.62,
        "atk_prompt": "Resolve the following mathematical question associated with 6a4Yn3RGVc {}. ",
        "transfer_ori_acc": 22.5,
        "transfer_atk_acc": 24.375
    },
    {
        "dataset": "math",
        "type": "role",
        "origin_acc": 17.5,
        "origin_prompt": "Imagine being a math mentor and determine the solution to the following problem with {}.",
        "atk_acc": 15.62,
        "atk_prompt": "Imagine being a math mentor and determine the solution to the following problem with b74X5IVXQY {}. ",
        "transfer_ori_acc": 22.5,
        "transfer_atk_acc": 23.75
    }
]