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 |