Test Report
Model Name: BERTNLU-RuleDST-RulePolicy-TemplateNLG
Dataset: multiwoz
Time: 2020-04-24 21:20:09
Overall Results
Success Rate: 85.5 %
(Precision, Recall, F1) : (0.798, 0.928, 0.838)
Average Dialog Turn (Succ): 12.681
Average Dialog Turn (All): 13.814
Metric
| Total Num | Succ Rate | Precision | Recall | F1 | Dialog Loop Failed Rate | Dialog Turn (Succ) | Dialog Turn (All) |
---|
hotel | 430 | 0.758 | 0.504 | 0.669 | 0.546 | 0.051 | 5.890 | 6.586 |
attraction | 334 | 0.937 | 0.888 | 0.950 | 0.910 | 0.021 | 5.974 | 6.431 |
taxi | 175 | 0.994 | 1.000 | 0.997 | 0.998 | 0.006 | 6.115 | 6.149 |
restaurant | 413 | 0.959 | 0.792 | 0.840 | 0.808 | 0.036 | 5.116 | 6.223 |
train | 387 | 0.995 | 0.845 | 0.928 | 0.869 | 0.005 | 6.478 | 6.491 |
police | 23 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 4.087 | 4.087 |
hospital | 30 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 4.067 | 4.067 |
Dialogue Loop

Domain hotel
Domain attraction
Domain taxi
Domain restaurant
Domain train
Domain police
Overall Results
Success Rate: 100.0 %
(Precision, Recall, F1) : (1.000, 1.000, 1.000)
Average Dialog Turn (Succ): 4.087
Average Dialog Turn (All): 4.087
System NLU Failed Dialog Act:- Request-Police-Phone-?
- Occur Num: 20
- NLU Output
- Request-Police-Addr-? Occur Num: 14
- Request-Police-Post-? Occur Num: 5
- Request-Attraction-Addr-? Occur Num: 1
- Request-Police-Addr-?
- Occur Num: 19
- NLU Output
- Request-Police-Phone-? Occur Num: 13
- Request-Police-Post-? Occur Num: 5
- Request-Attraction-Addr-? Occur Num: 1
- Inform-Police-none-none
- Occur Num: 6
- NLU Output
- Inform-Police-Name-Parkside Police Station Occur Num: 6
User NLU Failed Dialog Act:- Inform-Police-Addr-Parkside, Cambridge
- Occur Num: 33
- NLU Output
- Inform-Police-Addr-Parkside , Cambridge Occur Num: 17
- Inform-Police-Phone-01223358966 Occur Num: 13
- Inform-Attraction-Addr-pool way Occur Num: 1
- Inform-Attraction-Addr-whitehill road Occur Num: 1
- Inform-Attraction-Addr-off newmarket road Occur Num: 1
- Inform-Police-Phone-01223358966
- Occur Num: 16
- NLU Output
- Inform-Police-Addr-Parkside , Cambridge Occur Num: 13
- Inform-Attraction-Addr-pool way Occur Num: 1
- Inform-Attraction-Addr-whitehill road Occur Num: 1
- Inform-Attraction-Addr-off newmarket road Occur Num: 1
- Inform-Police-Post-unknown
- Occur Num: 10
- NLU Output
- Inform-Police-Addr-Parkside , Cambridge Occur Num: 5
- Inform-Police-Phone-01223358966 Occur Num: 5
Dialog LoopNothing
Bad Inform Dialog ActNothing
Request But Not Inform Dialog ActNothing
Inform But Not Request Dialog ActNothing
Domain hospital
Overall Results
Success Rate: 100.0 %
(Precision, Recall, F1) : (1.000, 1.000, 1.000)
Average Dialog Turn (Succ): 4.067
Average Dialog Turn (All): 4.067
System NLU Failed Dialog Act:- Inform-Hospital-Department-neurology
- Occur Num: 1
- NLU Output
- Inform-Hospital-Department-neurology neurosurgery Occur Num: 1
- Inform-Hospital-Department-oncology
- Occur Num: 1
- NLU Output
- Inform-Hospital-none-none Occur Num: 1
- Inform-Hospital-Department-plastic and vascular surgery plastics
- Occur Num: 1
- NLU Output
- Inform-Hospital-Department-plastic and vascular surgery Occur Num: 1
- Inform-Hospital-Department-surgery
- Occur Num: 1
- NLU Output
- Inform-Hospital-none-none 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-oral and maxillofacial surgery and ent
- Occur Num: 1
- NLU Output
- Inform-Hospital-Department-oral and maxillofacial surgery and ent neurosurgery Occur Num: 1
User NLU Failed Dialog Act:- Inform-Hospital-Choice-66
- Occur Num: 56
- NLU Output
- Inform-Train-Ticket-66 Occur Num: 20
- Inform-Train-Ref-66 Occur Num: 7
- Inform-Hospital-Department-paediatric intensive care unit Occur Num: 2
- Inform-Hospital-Department-66 Occur Num: 2
- Inform-Hospital-Department-clinical decisions unit Occur Num: 2
- Recommend-Hospital-Phone-01223217667
- Occur Num: 4
- NLU Output
- Inform-Hospital-Phone-01223217667 Occur Num: 2
- Inform-Train-Ticket-66 Occur Num: 1
- Inform-Hospital-Department-postnatal Occur Num: 1
- Recommend-Hospital-Department-paediatric intensive care unit
- Occur Num: 3
- NLU Output
- Inform-Hospital-Department-paediatric intensive care unit Occur Num: 2
- Inform-Hospital-Phone-01223217715 Occur Num: 1
- Recommend-Hospital-Phone-01223217715
- Occur Num: 2
- NLU Output
- Inform-Hospital-Department-paediatric intensive care unit Occur Num: 1
- Inform-Hospital-Phone-01223217715 Occur Num: 1
- Recommend-Hospital-Department-major trauma unit
- Occur Num: 2
- NLU Output
- Inform-Hospital-Department-66 Occur Num: 1
- Inform-Hospital-Department-major trauma unit Occur Num: 1
- Recommend-Hospital-Department-clinical decisions unit
- Occur Num: 2
- NLU Output
- Inform-Hospital-Department-clinical decisions unit Occur Num: 2
- Recommend-Hospital-Phone-01223217216
- Occur Num: 2
- NLU Output
- Inform-Train-Ticket-66 Occur Num: 1
- Inform-Hospital-Phone-01223217216 Occur Num: 1
- Recommend-Hospital-Phone-01223217231
- Occur Num: 2
- NLU Output
- Inform-Train-Ticket-66 Occur Num: 1
- Inform-Hospital-Phone-01223217231 Occur Num: 1
- Recommend-Hospital-Phone-01223596066
- Occur Num: 2
- NLU Output
- Inform-Train-Ticket-66 Occur Num: 1
- Inform-Hospital-Phone-01223596066 Occur Num: 1
- Recommend-Hospital-Phone-01223217297
- Occur Num: 2
- NLU Output
- Inform-Hospital-Phone-01223217297 Occur Num: 1
- Inform-Hospital-Department-coronary care unit Occur Num: 1
Dialog LoopNothing
Bad Inform Dialog ActNothing
Request But Not Inform Dialog ActNothing
Inform But Not Request Dialog ActNothing