Differences between revisions 4 and 37 (spanning 33 versions)

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

-  ⇤ ← Revision 4 as of 2023-12-22 12:10:11 → 
  Size: 951
  Editor: adpult
  Comment:
+   ← Revision 37 as of 2024-01-30 12:43:52 → ⇥
  Size: 5720
  Editor: 217
  Comment:
-Deletions are marked like this.
+Additions are marked like this.
 Line 5:
-In the first column, write down your account name.<<BR>>In the second column, write down whether your inputs are bag-of-word vectors or fasttext embeddings.<<BR>> In columns 3-5, write down the precision, recall and F1-measure. <<BR>> In columns '''lr''', '''epochs''' and '''batch size''' please write down your learning rate, the number of epochs, and your batch size.<<BR>>
+In the first column, write down your account name.<<BR>>In the second column, write down whether your inputs are term-frequency vectors, sums of fastText word embeddings, or sums of random word embeddings.<<BR>> In columns 3-5, write down the precision, recall and F1-score. <<BR>> In columns '''lr''', '''epochs''' and '''batch size''' please write down your learning rate, the number of epochs, and your batch size.<<BR>>
 Line 7:
-||sw1169 || Bag-of-words || TBD || TBD || TBD || TBD || TBD || TBD ||
||sw1169 || fasttext embeddings || TBD || TBD || TBD || TBD || TBD || TBD ||
+||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 ||

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Results for Exercise Sheet 11 (Logistic Regression)