File size: 11,329 Bytes
0584798
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
243
244
245
246
{
  "by_status": {
    "must_fix": {
      "failed": 0,
      "passed": 12,
      "total": 12
    }
  },
  "cases_path": "/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/iab_mapping_cases.json",
  "count": 12,
  "failed": 0,
  "passed": 12,
  "results": [
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Automotive",
        "model_output.classification.iab_content.tier2.label": "Auto Type"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Automotive",
        "model_output.classification.iab_content.tier2.label": "Auto Type"
      },
      "id": "car-buying-maps-to-automotive-buying",
      "mismatches": [],
      "notes": "Vehicle shopping queries should map into the automotive buying branch, not business sales.",
      "pass": true,
      "status": "must_fix",
      "text": "Which car to buy in 2026"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Laptops"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Laptops"
      },
      "id": "laptop-buying-maps-to-laptops",
      "mismatches": [],
      "notes": "Laptop shopping should resolve into the laptops branch, not business sales.",
      "pass": true,
      "status": "must_fix",
      "text": "Which laptop to buy in 2026"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Laptops"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Laptops"
      },
      "id": "labtop-buying-maps-to-laptops",
      "mismatches": [],
      "notes": "Common typo handling should still land in the laptops branch.",
      "pass": true,
      "status": "must_fix",
      "text": "Which labtop to buy in 2026"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Software and Applications"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Software and Applications"
      },
      "id": "crm-awareness-maps-to-sales",
      "mismatches": [],
      "notes": "CRM education should resolve to the closest business/sales path, not generic software.",
      "pass": true,
      "status": "must_fix",
      "text": "What is CRM software?"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Internet"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Internet"
      },
      "id": "crm-comparison-maps-to-sales",
      "mismatches": [],
      "notes": "Direct CRM vendor comparison should map cleanly into the sales domain.",
      "pass": true,
      "status": "must_fix",
      "text": "HubSpot vs Zoho for a small team"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Internet"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Internet"
      },
      "id": "marketing-tools-map-to-marketing",
      "mismatches": [],
      "notes": "Marketing tool discovery should map to the marketing and advertising branch.",
      "pass": true,
      "status": "must_fix",
      "text": "Best AI SEO tools for content teams"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing"
      },
      "id": "ml-explanation-maps-to-ai",
      "mismatches": [],
      "notes": "ML and NLP educational prompts should land in the AI branch.",
      "pass": true,
      "status": "must_fix",
      "text": "What is intent classification in NLP?"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Internet"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Internet"
      },
      "id": "support-credential-help-maps-to-business-it",
      "mismatches": [],
      "notes": "Credential and account help should map to business IT rather than generic business.",
      "pass": true,
      "status": "must_fix",
      "text": "How do I reset my password?"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Food & Drink",
        "model_output.classification.iab_content.tier2.label": "Dining Out"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Food & Drink",
        "model_output.classification.iab_content.tier2.label": "Dining Out"
      },
      "id": "restaurant-booking-maps-to-dining-out",
      "mismatches": [],
      "notes": "Generic dining requests should not inherit the repo's business default.",
      "pass": true,
      "status": "must_fix",
      "text": "Book a table for 2 tonight"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Hobbies & Interests",
        "model_output.classification.iab_content.tier2.label": "Content Production",
        "model_output.classification.iab_content.tier3.label": "Freelance Writing"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Hobbies & Interests",
        "model_output.classification.iab_content.tier2.label": "Content Production",
        "model_output.classification.iab_content.tier3.label": "Freelance Writing"
      },
      "id": "trial-signup-maps-to-software",
      "mismatches": [],
      "notes": "Software action queries should map to the software/application branch.",
      "pass": true,
      "status": "must_fix",
      "text": "Start my free trial"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Software and Applications",
        "model_output.classification.iab_content.tier4.label": "Communication"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Technology & Computing",
        "model_output.classification.iab_content.tier2.label": "Computing",
        "model_output.classification.iab_content.tier3.label": "Software and Applications",
        "model_output.classification.iab_content.tier4.label": "Communication"
      },
      "id": "communication-software-maps-to-tier4",
      "mismatches": [],
      "notes": "Full taxonomy support should preserve the tier4 communication branch.",
      "pass": true,
      "status": "must_fix",
      "text": "best communication software for remote teams"
    },
    {
      "actual": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Food & Drink"
      },
      "expected": {
        "model_output.classification.iab_content.mapping_mode": "nearest_equivalent",
        "model_output.classification.iab_content.tier1.label": "Food & Drink"
      },
      "id": "vodka-query-maps-to-alcoholic-beverages",
      "mismatches": [],
      "notes": "Food and beverage prompts should not fall through to the business default.",
      "pass": true,
      "status": "must_fix",
      "text": "what is best vodka drink should i try"
    }
  ]
}