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results_record.txt
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Classification report for BIO tags:
precision recall f1-score support
B-adults 0.78 0.78 0.78 9
B-date 0.33 0.62 0.43 8
B-date_from 0.57 0.65 0.60 20
B-date_period 0.80 0.89 0.84 9
B-date_to 0.69 0.82 0.75 11
B-kids 0.86 1.00 0.92 6
B-number 0.50 0.33 0.40 3
B-people 0.57 1.00 0.73 4
B-person_name 0.00 0.00 0.00 4
B-rooms 0.54 0.78 0.64 9
B-time 1.00 1.00 1.00 6
B-time_from 0.00 0.00 0.00 1
B-time_period 0.50 0.33 0.40 3
B-time_to 0.00 0.00 0.00 0
I-adults 1.00 0.50 0.67 8
I-date 0.25 0.20 0.22 5
I-date_from 0.62 0.33 0.43 15
I-date_period 0.89 0.89 0.89 9
I-date_to 0.50 0.20 0.29 5
I-kids 0.00 0.00 0.00 0
I-number 0.00 0.00 0.00 0
I-people 0.00 0.00 0.00 0
I-person_name 0.00 0.00 0.00 2
I-rooms 0.55 0.50 0.52 12
I-time 1.00 0.45 0.62 11
I-time_from 0.00 0.00 0.00 3
I-time_period 0.00 0.00 0.00 3
I-time_to 0.00 0.00 0.00 0
micro avg 0.63 0.58 0.61 166
macro avg 0.43 0.40 0.40 166
weighted avg 0.62 0.58 0.58 166
Classification report for slot labels:
precision recall f1-score support
adults 0.56 0.56 0.56 9
date 0.27 0.50 0.35 8
date_from 0.35 0.40 0.37 20
date_period 0.80 0.89 0.84 9
date_to 0.54 0.64 0.58 11
kids 0.71 0.83 0.77 6
number 0.50 0.33 0.40 3
people 0.57 1.00 0.73 4
person_name 0.00 0.00 0.00 4
rooms 0.31 0.44 0.36 9
time 0.67 0.67 0.67 6
time_from 0.00 0.00 0.00 1
time_period 0.50 0.33 0.40 3
time_to 0.00 0.00 0.00 0
micro avg 0.47 0.55 0.51 93
macro avg 0.41 0.47 0.43 93
weighted avg 0.47 0.55 0.50 93
-------------No Scaler-------------
Classification report for BIO tags:
precision recall f1-score support
B-adults 0.60 0.67 0.63 9
B-date 0.45 0.62 0.53 8
B-date_from 0.67 0.70 0.68 20
B-date_period 0.73 0.89 0.80 9
B-date_to 0.64 0.64 0.64 11
B-kids 0.62 0.83 0.71 6
B-number 0.00 0.00 0.00 3
B-people 0.60 0.75 0.67 4
B-person_name 0.50 0.75 0.60 4
B-rooms 0.53 0.89 0.67 9
B-time 0.86 1.00 0.92 6
B-time_from 0.00 0.00 0.00 1
B-time_period 0.67 0.67 0.67 3
B-time_to 0.00 0.00 0.00 0
I-adults 0.75 0.75 0.75 8
I-date 1.00 0.40 0.57 5
I-date_from 0.85 0.73 0.79 15
I-date_period 0.78 0.78 0.78 9
I-date_to 0.50 0.20 0.29 5
I-kids 0.00 0.00 0.00 0
I-number 0.00 0.00 0.00 0
I-people 0.00 0.00 0.00 0
I-person_name 1.00 0.50 0.67 2
I-rooms 0.50 0.67 0.57 12
I-time 1.00 0.82 0.90 11
I-time_from 0.00 0.00 0.00 3
I-time_period 0.00 0.00 0.00 3
I-time_to 0.00 0.00 0.00 0
micro avg 0.64 0.67 0.65 166
macro avg 0.47 0.47 0.46 166
weighted avg 0.65 0.67 0.65 166
Classification report for slot labels:
precision recall f1-score support
adults 0.40 0.44 0.42 9
date 0.45 0.62 0.53 8
date_from 0.62 0.65 0.63 20
date_period 0.64 0.78 0.70 9
date_to 0.55 0.55 0.55 11
kids 0.38 0.50 0.43 6
number 0.00 0.00 0.00 3
people 0.60 0.75 0.67 4
person_name 0.33 0.50 0.40 4
rooms 0.27 0.44 0.33 9
time 0.57 0.67 0.62 6
time_from 0.00 0.00 0.00 1
time_period 0.33 0.33 0.33 3
time_to 0.00 0.00 0.00 0
micro avg 0.47 0.56 0.51 93
macro avg 0.37 0.45 0.40 93
weighted avg 0.47 0.56 0.51 93
-------------No Scaler & No class balanced-------------
Classification report for BIO tags:
precision recall f1-score support
B-adults 0.75 0.67 0.71 9
B-date 0.50 0.38 0.43 8
B-date_from 0.74 0.70 0.72 20
B-date_period 0.80 0.89 0.84 9
B-date_to 0.64 0.64 0.64 11
B-kids 0.86 1.00 0.92 6
B-number 0.00 0.00 0.00 3
B-people 0.57 1.00 0.73 4
B-person_name 0.67 0.50 0.57 4
B-rooms 0.71 0.56 0.62 9
B-time 0.83 0.83 0.83 6
B-time_from 0.00 0.00 0.00 1
B-time_period 0.50 0.33 0.40 3
B-time_to 0.00 0.00 0.00 0
I-adults 1.00 0.38 0.55 8
I-date 1.00 0.40 0.57 5
I-date_from 0.90 0.60 0.72 15
I-date_period 0.88 0.78 0.82 9
I-date_to 0.50 0.20 0.29 5
I-kids 0.00 0.00 0.00 0
I-number 0.00 0.00 0.00 0
I-people 0.00 0.00 0.00 0
I-person_name 1.00 0.50 0.67 2
I-rooms 0.83 0.42 0.56 12
I-time 0.57 0.36 0.44 11
I-time_from 0.00 0.00 0.00 3
I-time_period 0.00 0.00 0.00 3
I-time_to 0.00 0.00 0.00 0
micro avg 0.73 0.56 0.63 166
macro avg 0.51 0.40 0.43 166
weighted avg 0.71 0.56 0.61 166
Classification report for slot labels:
precision recall f1-score support
adults 0.50 0.44 0.47 9
date 0.50 0.38 0.43 8
date_from 0.63 0.60 0.62 20
date_period 0.70 0.78 0.74 9
date_to 0.55 0.55 0.55 11
kids 0.71 0.83 0.77 6
number 0.00 0.00 0.00 3
people 0.57 1.00 0.73 4
person_name 0.67 0.50 0.57 4
rooms 0.71 0.56 0.62 9
time 0.67 0.67 0.67 6
time_from 0.00 0.00 0.00 1
time_period 0.50 0.33 0.40 3
time_to 0.00 0.00 0.00 0
micro avg 0.61 0.57 0.59 93
macro avg 0.48 0.47 0.47 93
weighted avg 0.59 0.57 0.57 93
-------------Best-------------
Classification report for BIO tags:
precision recall f1-score support
B-adults 0.75 0.67 0.71 9
B-date 0.50 0.38 0.43 8
B-date_from 0.75 0.75 0.75 20
B-date_period 0.80 0.89 0.84 9
B-date_to 0.64 0.64 0.64 11
B-kids 1.00 1.00 1.00 6
B-number 0.00 0.00 0.00 3
B-people 0.57 1.00 0.73 4
B-person_name 0.50 0.50 0.50 4
B-rooms 0.71 0.56 0.62 9
B-time 0.83 0.83 0.83 6
B-time_from 0.00 0.00 0.00 1
B-time_period 0.50 0.33 0.40 3
B-time_to 0.00 0.00 0.00 0
I-adults 1.00 0.38 0.55 8
I-date 1.00 0.40 0.57 5
I-date_from 0.90 0.60 0.72 15
I-date_period 0.88 0.78 0.82 9
I-date_to 0.50 0.20 0.29 5
I-kids 0.00 0.00 0.00 0
I-number 0.00 0.00 0.00 0
I-people 0.00 0.00 0.00 0
I-person_name 1.00 0.50 0.67 2
I-rooms 0.71 0.42 0.53 12
I-time 0.57 0.36 0.44 11
I-time_from 0.00 0.00 0.00 3
I-time_period 0.00 0.00 0.00 3
I-time_to 0.00 0.00 0.00 0
micro avg 0.73 0.57 0.64 166
macro avg 0.50 0.40 0.43 166
weighted avg 0.70 0.57 0.61 166
Classification report for slot labels:
precision recall f1-score support
adults 0.50 0.44 0.47 9
date 0.50 0.38 0.43 8
date_from 0.60 0.60 0.60 20
date_period 0.70 0.78 0.74 9
date_to 0.55 0.55 0.55 11
kids 0.83 0.83 0.83 6
number 0.00 0.00 0.00 3
people 0.57 1.00 0.73 4
person_name 0.50 0.50 0.50 4
rooms 0.57 0.44 0.50 9
time 0.67 0.67 0.67 6
time_from 0.00 0.00 0.00 1
time_period 0.50 0.33 0.40 3
time_to 0.00 0.00 0.00 0
micro avg 0.59 0.56 0.57 93
macro avg 0.46 0.47 0.46 93
weighted avg 0.57 0.56 0.56 93