Test Report
Model Name: BERTNLU-RuleDST-MLEPolicy-TemplateNLG
Dataset: multiwoz
Time: 2020-04-27 02:37:46
Overall Results
Success Rate: 48.4 %
(Precision, Recall, F1) : (0.663, 0.727, 0.660)
Average Dialog Turn (Succ): 12.455
Average Dialog Turn (All): 26.270
Metric
| Total Num | Succ Rate | Precision | Recall | F1 | Dialog Loop Failed Rate | Dialog Turn (Succ) | Dialog Turn (All) |
---|
hotel | 375 | 0.432 | 0.422 | 0.503 | 0.434 | 0.469 | 8.074 | 19.781 |
restaurant | 394 | 0.609 | 0.492 | 0.722 | 0.558 | 0.386 | 10.183 | 20.365 |
attraction | 289 | 0.875 | 0.770 | 0.916 | 0.812 | 0.107 | 6.427 | 9.723 |
taxi | 99 | 0.677 | 0.747 | 0.712 | 0.724 | 0.323 | 7.313 | 13.192 |
train | 327 | 0.795 | 0.867 | 0.868 | 0.862 | 0.202 | 7.646 | 13.125 |
police | 23 | 1.000 | 0.935 | 1.000 | 0.957 | 0.000 | 2.000 | 2.000 |
hospital | 30 | 0.933 | 0.933 | 0.933 | 0.933 | 0.067 | 4.000 | 6.400 |
Domain hotel
Domain restaurant
Domain attraction
Domain taxi
Domain train
Domain police
Overall Results
Success Rate: 100.0 %
(Precision, Recall, F1) : (0.935, 1.000, 0.957)
Average Dialog Turn (Succ): 2.000
Average Dialog Turn (All): 2.000
System NLU Failed Dialog Act:- Inform-Police-none-none
- Occur Num: 7
- NLU Output
- Inform-Police-Name-Parkside Police Station Occur Num: 6
- Request-Police-Addr-? Occur Num: 1
User NLU Failed Dialog Act:- Inform-Police-Addr-Parkside, Cambridge
- Occur Num: 46
- NLU Output
- Inform-Police-Addr-Parkside , Cambridge Occur Num: 23
- Inform-Police-Phone-01223358966 Occur Num: 23
- Inform-Police-Name-none
- Occur Num: 46
- NLU Output
- Inform-Police-Addr-Parkside , Cambridge Occur Num: 23
- Inform-Police-Phone-01223358966 Occur Num: 23
- Inform-Police-Post-none
- Occur Num: 46
- NLU Output
- Inform-Police-Addr-Parkside , Cambridge Occur Num: 23
- Inform-Police-Phone-01223358966 Occur Num: 23
- Inform-Police-Phone-01223358966
- Occur Num: 23
- NLU Output
- Inform-Police-Addr-Parkside , Cambridge Occur Num: 23
Dialog LoopNothing
Bad Inform Dialog ActNothing
Request But Not Inform Dialog ActNothing
Inform But Not Request Dialog Act- inform-police-phone Occur Num: 3
Domain hospital
Overall Results
Success Rate: 93.3 %
(Precision, Recall, F1) : (0.933, 0.933, 0.933)
Average Dialog Turn (Succ): 4.000
Average Dialog Turn (All): 6.400
System NLU Failed Dialog Act:- Request-Hospital-Phone-?
- Occur Num: 4
- NLU Output
- Request-Police-Phone-? Occur Num: 2
- Request-Restaurant-Phone-? Occur Num: 2
- Inform-Hospital-Department-plastic and vascular surgery plastics
- Occur Num: 2
- NLU Output
- Inform-Hospital-none-none Occur Num: 1
- Inform-Hospital-Department-plastic and vascular surgery Occur Num: 1
- Inform-Hospital-Department-haematology and haematological oncology
- Occur Num: 1
- NLU Output
- Inform-Hospital-Department-neurosurgery Occur Num: 1
- Inform-Hospital-Department-oncology
- Occur Num: 1
- NLU Output
- Inform-Hospital-none-none Occur Num: 1
- Inform-Hospital-Department-surgery
- Occur Num: 1
- NLU Output
- Inform-Hospital-none-none Occur Num: 1
- Inform-Hospital-Department-intermediate dependancy area
- Occur Num: 1
- NLU Output
- Inform-Hospital-Department-intermediate dependancy Occur Num: 1
- Inform-Hospital-Department-children's oncology and haematology
- Occur Num: 1
- NLU Output
- Inform-Hospital-none-none Occur Num: 1
- Inform-Hospital-Department-emergency department
- Occur Num: 1
- NLU Output
- Inform-Hospital-Department-emergency department department Occur Num: 1
User NLU Failed Dialog Act:- Inform-Hospital-Addr-none
- Occur Num: 58
- NLU Output
- Inform-Hospital-Department-neurosciences critical care unit Occur Num: 28
- Inform-Hospital-Phone-01223216297 Occur Num: 28
- Request-Hospital-Department-? Occur Num: 2
- Inform-Hospital-Department-neurosciences critical care unit
- Occur Num: 30
- NLU Output
- Inform-Hospital-Phone-01223216297 Occur Num: 28
- Request-Hospital-Department-? Occur Num: 2
- Inform-Hospital-Phone-01223216297
- Occur Num: 30
- NLU Output
- Inform-Hospital-Department-neurosciences critical care unit Occur Num: 28
- Request-Hospital-Department-? Occur Num: 2
- Inform-Hospital-Post-none
- Occur Num: 6
- NLU Output
- Request-Hospital-Department-? Occur Num: 2
- Inform-Hospital-Department-neurosciences critical care unit Occur Num: 2
- Inform-Hospital-Phone-01223216297 Occur Num: 2
- Request-Hospital-Department-?
- Occur Num: 4
- NLU Output
- Inform-Hospital-Department-neurosciences critical care unit Occur Num: 2
- Inform-Hospital-Phone-01223216297 Occur Num: 2
Dialog Loop- Request-Hospital-Phone-? Occur Num: 2
Bad Inform Dialog ActNothing
Request But Not Inform Dialog Act- request-hospital-phone Occur Num: 2
Inform But Not Request Dialog ActNothing