forked from kevinscaria/InstructABSA
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathinstructions.py
216 lines (203 loc) · 16.3 KB
/
instructions.py
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
class InstructionsHandler:
def __init__(self):
self.ate = {}
self.atsc = {}
self.joint = {}
def load_instruction_set1(self, ):
self.ate['bos_instruct1'] = """Definition: The output will be the aspects (both implicit and explicit) which have an associated opinion that are extracted from the input text. In cases where there are no aspects the output should be noaspectterm.
Positive example 1-
input: I charge it at night and skip taking the cord with me because of the good battery life.
output: battery life
Positive example 2-
input: I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more!.
output: features, iChat, Photobooth, garage band
Now complete the following example-
input: """
self.ate['bos_instruct2'] = """Definition: The output will be the aspects (both implicit and explicit) which have an associated opinion that are extracted from the input text. In cases where there are no aspects the output should be noaspectterm.
Positive example 1-
input: With the great variety on the menu , I eat here often and never get bored.
output: menu
Positive example 2-
input: Great food, good size menu, great service and an unpretensious setting.
output: food, menu, service, setting
Now complete the following example-
input: """
self.ate['delim_instruct'] = ''
self.ate['eos_instruct'] = ' \noutput:'
self.atsc['bos_instruct1'] = """Definition: The output will be 'positive' if the aspect identified in the sentence contains a positive sentiment. If the sentiment of the identified aspect in the input is negative the answer will be 'negative'.
Otherwise, the output should be 'neutral'. For aspects which are classified as noaspectterm, the sentiment is none.
Positive example 1-
input: I charge it at night and skip taking the cord with me because of the good battery life. The aspect is battery life.
output: positive
Positive example 2-
input: I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more!. The aspect is garage band.
output: positive
Now complete the following example-
input: """
self.atsc['bos_instruct1'] = """Definition: The output will be 'positive' if the aspect identified in the sentence contains a positive sentiment. If the sentiment of the identified aspect in the input is negative the answer will be 'negative'.
Otherwise, the output should be 'neutral'. For aspects which are classified as noaspectterm, the sentiment is none.
Positive example 1-
input: With the great variety on the menu , I eat here often and never get bored. The aspect is menu.
output: positive
Positive example 2-
input: Great food, good size menu, great service and an unpretensious setting. The aspect is food.
output: positive
Now complete the following example-
input: """
self.atsc['delim_instruct'] = ''
self.atsc['eos_instruct'] = ''
self.joint['bos_instruct1'] = """Definition: The output will be the aspects (both implicit and explicit) and the aspects sentiment polarity. In cases where there are no aspects the output should be noaspectterm:none.
Positive example 1-
input: I charge it at night and skip taking the cord with me because of the good battery life.
output: battery life:positive,
Positive example 2-
input: I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more!.
output: features:positive, iChat:positive, Photobooth:positive, garage band:positive
Now complete the following example-
input: """
self.joint['bos_instruct2'] = """Definition: The output will be the aspects (both implicit and explicit) and the aspects sentiment polarity. In cases where there are no aspects the output should be noaspectterm:none.
Positive example 1-
input: With the great variety on the menu , I eat here often and never get bored.
output: menu:positive
Positive example 2-
input: Great food, good size menu, great service and an unpretensious setting.
output: food:positive, menu:positive, service:positive, setting:positive
Now complete the following example-
input: """
self.joint['delim_instruct'] = ''
self.joint['eos_instruct'] = ''
def load_instruction_set2(self, ):
self.ate['bos_instruct1'] = """Definition: The output will be the aspects (both implicit and explicit) which have an associated opinion that are extracted from the input text. In cases where there are no aspects the output should be noaspectterm.
Positive example 1-
input: I charge it at night and skip taking the cord with me because of the good battery life.
output: battery life
Positive example 2-
input: I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more!.
output: features, iChat, Photobooth, garage band
Negative example 1-
input: Speaking of the browser, it too has problems.
output: browser
Negative example 2-
input: The keyboard is too slick.
output: keyboard
Neutral example 1-
input: I took it back for an Asus and same thing- blue screen which required me to remove the battery to reset.
output: battery
Neutral example 2-
input: Nightly my computer defrags itself and runs a virus scan.
output: virus scan
Now complete the following example-
input: """
self.ate['bos_instruct2'] = """Definition: The output will be the aspects (both implicit and explicit) which have an associated opinion that are extracted from the input text. In cases where there are no aspects the output should be noaspectterm.
Positive example 1-
input: With the great variety on the menu , I eat here often and never get bored.
output: menu
Positive example 2-
input: Great food, good size menu, great service and an unpretensious setting.
output: food, menu, service, setting
Negative example 1-
input: They did not have mayonnaise, forgot our toast, left out ingredients (ie cheese in an omelet), below hot temperatures and the bacon was so over cooked it crumbled on the plate when you touched it.
output: toast, mayonnaise, bacon, ingredients, plate
Negative example 2-
input: The seats are uncomfortable if you are sitting against the wall on wooden benches.
output: seats
Neutral example 1-
input: I asked for seltzer with lime, no ice.
output: seltzer with lime
Neutral example 2-
input: They wouldnt even let me finish my glass of wine before offering another.
output: glass of wine
Now complete the following example-
input: """
self.ate['delim_instruct'] = ''
self.ate['eos_instruct'] = ' \noutput:'
self.atsc['bos_instruct1'] = """Definition: The output will be 'positive' if the aspect identified in the sentence contains a positive sentiment. If the sentiment of the identified aspect in the input is negative the answer will be 'negative'.
Otherwise, the output should be 'neutral'. For aspects which are classified as noaspectterm, the sentiment is none.
Positive example 1-
input: I charge it at night and skip taking the cord with me because of the good battery life. The aspect is battery life.
output: positive
Positive example 2-
input: I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more!. The aspect is garage band.
output: positive
Negative example 1-
input: Speaking of the browser, it too has problems. The aspect is browser.
output: negative
Negative example 2-
input: The keyboard is too slick. The aspect is keyboard.
output: negative
Neutral example 1-
input: I took it back for an Asus and same thing- blue screen which required me to remove the battery to reset. The aspect is battery.
output: neutral
Neutral example 2-
input: Nightly my computer defrags itself and runs a virus scan. The aspect is virus scan.
output: neutral
Now complete the following example-
input: """
self.atsc['bos_instruct1'] = """Definition: The output will be 'positive' if the aspect identified in the sentence contains a positive sentiment. If the sentiment of the identified aspect in the input is negative the answer will be 'negative'.
Otherwise, the output should be 'neutral'. For aspects which are classified as noaspectterm, the sentiment is none.
Positive example 1-
input: With the great variety on the menu , I eat here often and never get bored. The aspect is menu.
output: positive
Positive example 2-
input: Great food, good size menu, great service and an unpretensious setting. The aspect is food.
output: positive
Negative example 1-
input: They did not have mayonnaise, forgot our toast, left out ingredients (ie cheese in an omelet), below hot temperatures and the bacon was so over cooked it crumbled on the plate when you touched it. The aspect is toast.
output: negative
Negative example 2-
input: The seats are uncomfortable if you are sitting against the wall on wooden benches. The aspect is seats.
output: negative
Neutral example 1-
input: I asked for seltzer with lime, no ice. The aspect is seltzer with lime.
output: neutral
Neutral example 2-
input: They wouldnt even let me finish my glass of wine before offering another. The aspect is glass of wine.
output: neutral
Now complete the following example-
input: """
self.atsc['delim_instruct'] = ' The aspect is '
self.atsc['eos_instruct'] = '.\noutput:'
self.joint['bos_instruct1'] = """Definition: The output will be the aspects (both implicit and explicit) and the aspects sentiment polarity. In cases where there are no aspects the output should be noaspectterm:none.
Positive example 1-
input: I charge it at night and skip taking the cord with me because of the good battery life.
output: battery life:positive,
Positive example 2-
input: I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more!.
output: features:positive, iChat:positive, Photobooth:positive, garage band:positive
Negative example 1-
input: Speaking of the browser, it too has problems.
output: browser:negative
Negative example 2-
input: The keyboard is too slick.
output: keyboard:negative
Neutral example 1-
input: I took it back for an Asus and same thing- blue screen which required me to remove the battery to reset.
output: battery:neutral
Neutral example 2-
input: Nightly my computer defrags itself and runs a virus scan.
output: virus scan:neutral
Now complete the following example-
input: """
self.joint['bos_instruct2'] = """Definition: The output will be the aspects (both implicit and explicit) and the aspects sentiment polarity. In cases where there are no aspects the output should be noaspectterm:none.
Positive example 1-
input: With the great variety on the menu , I eat here often and never get bored.
output: menu:positive
Positive example 2-
input: Great food, good size menu, great service and an unpretensious setting.
output: food:positive, menu:positive, service:positive, setting:positive
Negative example 1-
input: They did not have mayonnaise, forgot our toast, left out ingredients (ie cheese in an omelet), below hot temperatures and the bacon was so over cooked it crumbled on the plate when you touched it.
output: toast:negative, mayonnaise:negative, bacon:negative, ingredients:negative, plate:negative
Negative example 2-
input: The seats are uncomfortable if you are sitting against the wall on wooden benches.
output: seats:negative
Neutral example 1-
input: I asked for seltzer with lime, no ice.
output: seltzer with lime:neutral
Neutral example 2-
input: They wouldnt even let me finish my glass of wine before offering another.
output: glass of wine:neutral
Now complete the following example-
input: """
self.joint['delim_instruct'] = ''
self.joint['eos_instruct'] = ' \noutput:'