AD Teaching Wiki:

Results for Exercise Sheet 11 (Logistic Regression)

Click "Edit" in the upper bar of this page and add your row to the table below, following the examples already there.

In the first column, write down your account name.
In the second column, write down whether your inputs are term-frequency vectors, sums of fastText word embeddings, or sums of random word embeddings.
In columns 3-5, write down the precision, recall and F1-score.
In columns lr, epochs and batch size please write down your learning rate, the number of epochs, and your batch size.

Name

Input

Precision

Recall

F1-score

lr

epochs

batch size

sw1169

term frequencies

74.73

76.04

75.38

0.1

10

32

sw1169

fastText embeddings

74.56

75.66

75.10

0.002

10

32

sw1169

random embeddings

60.74

61.14

60.94

0.002

10

32

kn104

term frequencies

75.23

75.16

75.19

0.01

20

8

kn104

fastText embeddings

69.09

85.12

76.27

0.001

20

8

kn104

random embeddings

60.61

61.86

61.23

0.002

1000

32

ft136

term frequencies

68.08

84.57

75.44

0.2

6

25

ft136

fastText embeddings

71.17

81.46

75.97

0.002

5

16

ft136

random embeddings

53.89

87.05

66.57

0.002

40

10

pw194

term frequencies

73.41

78.16

75.71

0.2

10

64

pw194

fastText embeddings

72.43

79.25

75.69

0.001

20

16

pw194

random embeddings

54.12

86.25

66.51

0.02

10

64

rn79

term frequencies

72.18

79.23

75.54

0.2

5

64

rn79

fastText embeddings

71.60

80.95

75.99

0.0005

20

8

rn79

random embeddings

55.87

79.46

65.61

0.05

10

64

mp526

term frequencies

74.73

76.04

75.38

0.1

10

32

mp526

fastText embeddings

90.84

17.21

28.94

0.1

10

32

mp526

random embeddings

75.07

3.4

6.50

0.1

10

32

ns518

term frequencies

72.12

80.30

75.99

0.1224

10

60

ns518

fastText embeddings

70.39

83.12

76.23

0.00612

10

125

ns518

random embeddings

53.41

90.22

67.10

0.0037

10

110

js1593

term frequencies

42.11

50.00

45.71

0.003

20

32

js1593

fastText embeddings

50.00

62.50

55.56

0.003

20

32

js1593

random embeddings

53.85

43.75

48.28

0.003

20

32

sf373

term frequencies

74.94

75.72

75.33

0.015

30

32

sf373

fastText embeddings

52.77

98.96

68.84

0.05

100

5

sf373

random embeddings

49.89

98.34

66.20

0.05

100

5

mh1346

term frequencies

68.81

80.97

74.40

0.02

50

32

mh1346

fastText embeddings

50.17

100.00

66.82

0.01

10

3

mh1346

random embeddings

56.93

69.96

62.77

0.1

20

32

lh584

term frequencies

73.81

77.32

75.53

0.15

10

64

lh584

fastText embeddings

68.87

85.28

76.20

0.001

20

10

lh584

random embeddings

54.65

84.25

66.30

0.1

10

64

rt95

term frequencies

74.73

76.04

75.38

0.1

10

32

rt95

fastText embeddings

70.69

82.59

76.18

0.002

15

16

rt95

random embeddings

51.55

94.97

66.83

0.3

25

32

os141

term frequencies

73.21

77.89

75.48

0.1

10

32

os141

fastText embeddings

75.09

75.15

75.12

0.00125

15

16

os141

random embeddings

60.01

65.71

62.73

0.0001

160

8

ts593

term frequencies

74.89

75.29

75.09

0.01

20

16

ts593

fastText embeddings

74.83

75.35

75.09

0.00165

50

256

ts593

random embeddings

61.36

57.89

59.58

0.00165

50

256

jk867

term frequencies

70.71

72.61

71.65

0.004

10

32

jk867

fastText embeddings

79.45

63.54

70.61

0.004

100

32

jk867

random embeddings

66.19

33.11

44.14

0.004

100

32

co118

term frequencies

74.78

76.62

75.69

0.01

64

32

co118

random embeddings

69.05

83.48

75.59

1

1

1

co118

random embeddings

54.65

84.25

66.30

0.1

10

64

br124

term frequencies

73.24

74.95

74.09

0.025

24

128

br124

fastText embeddings

65.01

90.10

75.53

0.025

24

128

br124

random embeddings

73.09

12.19

20.89

0.025

24

128

ag696

term frequencies

70.84

72.07

71.45

0.00075

50

32

ag696

fastText embeddings

74.17

76.30

75.22

0.00075

50

32

ag696

random embeddings

60.31

63.93

62.07

0.00075

50

32

vp111

term frequencies

80.77

60.35

69.08

0.1

10

32

vp111

fastText embeddings

76.04

71.35

73.62

0.01

100

50

vp111

random embeddings

52.09

92.41

66.62

0.02

100

50

mg709

term frequencies

74.87

74.17

74.52

0.3

15

32

mg709

fastText embeddings

74.34

75.93

75.13

0.0001

32

80

mg709

random embeddings

60.31

64.00

62.10

0.001

32

80

AD Teaching Wiki: InformationRetrievalWS2324/ResultsES11 (last edited 2024-01-30 12:43:52 by 217)