plots.md

Plots

FakeCovid_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	33.06	35.39	07.05	51.44	55.60	03.59
Test Accuracy	35.43	33.04	-6.75	48.43	36.69	03.19
Train Precision	19.93	20.03	00.50	27.64	38.69	01.78
Test Precision	17.75	17.75	00.00	28.08	58.20	02.32
Train Recall	19.30	41.32	114.09	51.11	164.82	05.84
Test Recall	17.70	32.31	82.54	42.53	140.28	04.93
Train F1	17.14	20.15	17.56	29.09	69.72	02.40
Test F1	15.22	17.50	14.98	25.40	66.89	02.10

FakeCovid_text.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	20.16	45.89	127.63	51.01	153.03	04.79
Test Accuracy	18.81	42.95	128.34	50.14	166.56	04.61
Train Precision	35.80	25.09	-29.92	45.95	28.35	06.78
Test Precision	10.02	21.14	110.98	37.62	275.45	05.47
Train Recall	14.06	38.34	172.69	47.92	240.83	09.32
Test Recall	11.12	29.94	169.24	36.60	229.14	06.29
Train F1	08.88	27.48	209.46	31.07	249.89	04.96
Test F1	06.16	22.24	261.04	26.03	322.56	03.92

FakeCovid_text_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	42.04	40.71	-3.16	53.73	27.81	03.86
Test Accuracy	42.00	38.44	-8.48	50.96	21.33	04.00
Train Precision	41.87	31.00	-25.96	47.48	13.40	04.90
Test Precision	10.22	28.68	180.63	30.94	202.74	03.52
Train Recall	11.28	48.71	331.83	51.45	356.12	09.65
Test Recall	10.41	34.12	227.76	41.79	301.44	07.01
Train F1	09.33	30.11	222.72	31.60	238.69	04.12
Test F1	07.52	22.00	192.55	25.36	237.23	03.45

FakeNewsNet-gossipcop_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	64.91	74.98	15.51	74.98	15.51	01.54
Test Accuracy	63.84	73.24	14.72	73.24	14.72	01.43
Train Precision	61.97	68.09	09.88	68.09	09.88	01.07
Test Precision	61.62	66.55	08.00	66.69	08.23	00.86
Train Recall	66.16	71.71	08.39	71.81	08.54	01.05
Test Recall	65.76	70.22	06.78	70.89	07.80	00.83
Train F1	60.92	69.13	13.48	69.13	13.48	01.34
Test F1	60.17	67.44	12.08	67.56	12.28	01.17

FakeNewsNet-gossipcop_domain_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.66	75.09	19.84	76.86	22.66	01.70
Test Accuracy	61.99	73.24	18.15	74.91	20.84	01.59
Train Precision	61.02	67.87	11.23	69.07	13.19	01.21
Test Precision	61.23	66.20	08.12	67.23	09.80	01.00
Train Recall	65.02	71.05	09.27	71.44	09.87	01.07
Test Recall	65.34	69.48	06.34	70.18	07.41	00.91
Train F1	59.17	68.88	16.41	69.82	18.00	01.43
Test F1	58.91	67.08	13.87	68.13	15.65	01.27

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	67.72	74.45	09.94	75.42	11.37	01.02
Test Accuracy	66.73	72.61	08.81	74.12	11.07	00.94
Train Precision	62.77	67.58	07.66	68.23	08.70	00.78
Test Precision	62.28	66.13	06.18	67.04	07.64	00.65
Train Recall	66.70	71.22	06.78	71.57	07.30	00.70
Test Recall	66.19	69.93	05.65	70.44	06.42	00.61
Train F1	62.72	68.58	09.34	69.27	10.44	00.89
Test F1	61.99	66.94	07.99	67.99	09.68	00.78

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	66.62	74.92	12.46	80.58	20.95	01.29
Test Accuracy	64.97	72.90	12.21	80.17	23.40	01.51
Train Precision	62.40	67.83	08.70	73.88	18.40	01.10
Test Precision	61.64	66.20	07.40	73.14	18.66	01.19
Train Recall	66.45	71.19	07.13	71.89	08.19	00.98
Test Recall	65.60	69.80	06.40	70.71	07.79	00.74
Train F1	62.00	68.84	11.03	70.02	12.94	00.78
Test F1	60.76	67.05	10.35	69.71	14.73	00.79

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	64.19	74.87	16.64	75.41	17.48	01.68
Test Accuracy	63.80	72.49	13.62	73.94	15.89	01.57
Train Precision	61.36	67.86	10.59	68.17	11.10	01.03
Test Precision	61.77	65.82	06.56	67.25	08.87	00.88
Train Recall	65.36	71.33	09.13	71.57	09.50	00.88
Test Recall	65.98	69.41	05.20	71.00	07.61	00.82
Train F1	60.19	68.88	14.44	69.20	14.97	01.34
Test F1	60.23	66.63	10.63	68.21	13.25	01.23

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	68.37	75.12	09.87	75.71	10.74	00.77
Test Accuracy	68.41	73.60	07.59	74.14	08.38	00.69
Train Precision	62.80	67.95	08.20	68.38	08.89	00.65
Test Precision	62.91	66.67	05.98	67.06	06.60	00.54
Train Recall	66.48	71.19	07.08	71.74	07.91	00.65
Test Recall	66.62	70.10	05.22	70.65	06.05	00.58
Train F1	62.98	68.97	09.51	69.42	10.23	00.72
Test F1	63.09	67.59	07.13	68.00	07.78	00.62

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	69.64	75.84	08.90	82.28	18.15	01.57
Test Accuracy	68.97	73.98	07.26	82.02	18.92	01.98
Train Precision	63.14	68.48	08.46	80.84	28.03	02.44
Test Precision	63.00	66.68	05.84	81.15	28.81	02.70
Train Recall	66.43	71.41	07.50	71.82	08.11	01.32
Test Recall	66.51	69.68	04.77	70.52	06.03	00.91
Train F1	63.62	69.49	09.23	70.90	11.44	00.62
Test F1	63.33	67.60	06.74	70.87	11.91	00.67

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	64.85	76.44	17.87	76.44	17.87	01.93
Test Accuracy	62.78	74.55	18.75	74.55	18.75	01.82
Train Precision	62.01	68.99	11.26	68.99	11.26	01.18
Test Precision	61.00	67.18	10.13	67.18	10.13	00.96
Train Recall	66.23	71.63	08.15	71.63	08.15	00.84
Test Recall	64.96	70.09	07.90	70.60	08.68	00.73
Train F1	60.91	69.95	14.84	69.95	14.84	01.47
Test F1	59.25	68.11	14.95	68.11	14.95	01.33

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	70.17	75.39	07.44	76.34	08.79	00.85
Test Accuracy	68.56	72.92	06.36	74.44	08.58	00.76
Train Precision	63.96	68.16	06.57	68.70	07.41	00.76
Test Precision	62.99	66.00	04.78	67.09	06.51	00.57
Train Recall	67.59	71.30	05.49	71.83	06.27	00.79
Test Recall	66.69	69.37	04.02	70.40	05.56	00.58
Train F1	64.46	69.17	07.31	69.61	07.99	00.82
Test F1	63.20	66.85	05.78	68.04	07.66	00.65

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	70.36	74.92	06.48	81.13	15.31	00.91
Test Accuracy	69.78	72.79	04.31	81.12	16.25	01.17
Train Precision	63.70	67.88	06.56	75.27	18.16	00.97
Test Precision	63.73	66.22	03.91	75.44	18.37	01.22
Train Recall	67.01	71.31	06.42	71.93	07.34	00.90
Test Recall	67.37	69.95	03.83	70.76	05.03	00.57
Train F1	64.28	68.90	07.19	70.33	09.41	00.60
Test F1	64.17	67.05	04.49	70.28	09.52	00.57

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	69.33	75.73	09.23	76.72	10.66	01.75
Test Accuracy	68.20	74.48	09.21	75.00	09.97	01.62
Train Precision	63.18	68.20	07.95	68.94	09.12	01.19
Test Precision	62.57	67.08	07.21	67.50	07.88	00.98
Train Recall	66.69	70.84	06.22	71.39	07.05	00.85
Test Recall	66.13	69.95	05.78	70.71	06.93	00.77
Train F1	63.58	69.14	08.74	69.77	09.74	01.34
Test F1	62.75	68.01	08.38	68.42	09.04	01.19

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.10	74.63	20.18	75.02	20.81	01.96
Test Accuracy	61.18	72.88	19.12	73.33	19.86	01.77
Train Precision	61.38	67.86	10.56	68.11	10.96	01.19
Test Precision	60.99	66.54	09.10	66.82	09.56	00.93
Train Recall	65.57	71.63	09.24	71.95	09.73	01.11
Test Recall	65.02	70.52	08.46	70.89	09.03	00.89
Train F1	59.03	68.88	16.69	69.15	17.14	01.60
Test F1	58.30	67.37	15.56	67.71	16.14	01.38

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	60.99	74.16	21.59	75.21	23.32	01.86
Test Accuracy	61.50	72.06	17.17	73.46	19.45	01.61
Train Precision	61.12	67.81	10.95	68.41	11.93	01.11
Test Precision	61.59	66.15	07.40	66.94	08.69	00.85
Train Recall	65.23	72.04	10.44	72.31	10.85	01.02
Test Recall	65.84	70.40	06.93	71.05	07.91	00.79
Train F1	58.23	68.78	18.12	69.48	19.32	01.52
Test F1	58.77	66.84	13.73	67.85	15.45	01.26

FakeNewsNet-gossipcop_max-vocab=10000_pre=v1_domain_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	63.97	71.92	12.43	74.27	16.10	01.66
Test Accuracy	63.14	70.17	11.13	72.49	14.81	01.60
Train Precision	61.72	66.21	07.27	67.46	09.30	00.89
Test Precision	61.56	64.89	05.41	66.16	07.47	00.78
Train Recall	65.92	70.65	07.18	71.17	07.96	00.82
Test Recall	65.74	69.22	05.29	70.31	06.95	00.79
Train F1	60.28	66.84	10.88	68.45	13.55	01.28
Test F1	59.75	65.23	09.17	66.95	12.05	01.21

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	81.83	82.75	01.12	83.45	01.98	00.86
Test Accuracy	81.80	82.25	00.55	83.49	02.07	00.96
Train Precision	80.58	79.18	-1.74	82.65	02.57	02.41
Test Precision	80.26	78.09	-2.70	82.55	02.85	02.54
Train Recall	65.19	69.22	06.18	69.87	07.18	00.64
Test Recall	65.43	68.76	05.09	69.60	06.37	00.61
Train F1	67.89	71.98	06.02	72.50	06.79	00.75
Test F1	68.13	71.36	04.74	72.40	06.27	00.79

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	81.80	83.21	01.72	83.44	02.00	00.36
Test Accuracy	82.00	83.06	01.29	83.54	01.88	00.43
Train Precision	80.40	82.96	03.18	84.59	05.21	01.55
Test Precision	81.11	82.44	01.64	84.78	04.52	01.75
Train Recall	65.23	67.80	03.94	69.51	06.56	00.62
Test Recall	65.53	67.80	03.46	69.21	05.62	00.55
Train F1	67.92	71.00	04.53	71.92	05.89	00.60
Test F1	68.30	70.94	03.87	72.11	05.58	00.55

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	79.49	82.28	03.51	83.62	05.20	02.81
Test Accuracy	79.31	81.57	02.85	83.36	05.11	02.85
Train Precision	72.14	76.67	06.28	82.56	14.44	04.04
Test Precision	71.80	75.49	05.14	82.20	14.48	03.99
Train Recall	65.66	71.09	08.27	71.71	09.21	01.04
Test Recall	65.81	70.21	06.69	70.39	06.96	00.89
Train F1	67.51	73.08	08.25	73.46	08.81	01.86
Test F1	67.58	72.08	06.66	72.48	07.25	01.82

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	81.43	83.06	02.00	83.68	02.76	00.66
Test Accuracy	81.37	82.72	01.66	83.54	02.67	00.72
Train Precision	77.60	79.91	02.98	84.05	08.31	02.21
Test Precision	77.48	78.87	01.79	83.83	08.20	02.32
Train Recall	66.09	69.58	05.28	70.27	06.32	01.01
Test Recall	66.14	69.62	05.26	69.87	05.64	00.89
Train F1	68.64	72.43	05.52	72.95	06.28	01.03
Test F1	68.67	72.29	05.27	72.66	05.81	00.95

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	82.07	83.16	01.33	83.56	01.82	00.21
Test Accuracy	82.59	82.84	00.30	83.56	01.17	00.23
Train Precision	80.13	82.08	02.43	85.35	06.51	00.99
Test Precision	81.54	81.09	-0.55	85.44	04.78	01.14
Train Recall	66.20	68.20	03.02	69.19	04.52	00.62
Test Recall	66.97	68.00	01.54	69.24	03.39	00.56
Train F1	68.99	71.33	03.39	72.26	04.74	00.62
Test F1	69.96	71.01	01.50	72.33	03.39	00.56

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	80.34	81.18	01.05	83.63	04.10	02.24
Test Accuracy	80.26	80.47	00.26	83.45	03.97	02.28
Train Precision	74.12	74.64	00.70	82.46	11.25	03.82
Test Precision	73.95	73.44	-0.69	82.15	11.09	03.80
Train Recall	66.06	70.04	06.02	71.43	08.13	00.93
Test Recall	66.21	69.41	04.83	70.97	07.19	00.78
Train F1	68.19	71.73	05.19	73.57	07.89	01.51
Test F1	68.30	70.92	03.84	72.89	06.72	01.46

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	82.53	83.58	01.27	83.85	01.60	00.64
Test Accuracy	82.66	83.33	00.81	83.60	01.14	00.71
Train Precision	83.39	82.91	-0.58	83.98	00.71	01.97
Test Precision	83.63	82.22	-1.69	84.09	00.55	02.18
Train Recall	65.76	68.86	04.71	70.72	07.54	00.73
Test Recall	66.09	68.71	03.96	69.79	05.60	00.56
Train F1	68.72	72.12	04.95	73.12	06.40	00.77
Test F1	69.11	71.88	04.01	72.74	05.25	00.64

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	82.21	83.43	01.48	83.70	01.81	00.29
Test Accuracy	82.48	83.33	01.03	83.79	01.59	00.36
Train Precision	84.21	83.56	-0.77	84.55	00.40	01.12
Test Precision	85.06	83.12	-2.28	85.06	00.00	01.38
Train Recall	64.60	68.09	05.40	69.61	07.76	00.68
Test Recall	65.08	68.17	04.75	69.52	06.82	00.65
Train F1	67.36	71.38	05.97	72.62	07.81	00.71
Test F1	67.97	71.40	05.05	72.61	06.83	00.68

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	81.71	83.44	02.12	83.90	02.68	02.56
Test Accuracy	81.89	83.65	02.15	83.88	02.43	02.71
Train Precision	79.01	81.22	02.80	83.96	06.27	04.30
Test Precision	79.38	81.98	03.28	84.78	06.80	04.41
Train Recall	65.85	69.65	05.77	71.63	08.78	01.01
Test Recall	66.29	69.82	05.33	70.82	06.83	00.85
Train F1	68.51	72.70	06.12	73.70	07.58	01.64
Test F1	69.02	72.96	05.71	72.96	05.71	01.70

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.29	81.13	04.97	81.89	05.95	01.52
Test Accuracy	76.67	80.67	05.22	81.96	06.90	01.62
Train Precision	68.28	74.97	09.80	76.95	12.70	02.33
Test Precision	67.45	74.15	09.93	76.90	14.01	02.41
Train Recall	65.99	68.63	04.00	70.35	06.61	00.70
Test Recall	65.47	68.24	04.23	70.14	07.13	00.79
Train F1	66.90	70.67	05.64	71.69	07.16	00.99
Test F1	66.27	70.16	05.87	71.56	07.98	01.11

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	80.37	79.54	-1.03	82.25	02.34	01.04
Test Accuracy	80.15	79.27	-1.10	82.57	03.02	01.17
Train Precision	74.44	71.86	-3.47	78.85	05.92	02.11
Test Precision	73.99	71.46	-3.42	79.15	06.97	02.32
Train Recall	65.61	68.02	03.67	69.82	06.42	00.64
Test Recall	65.49	67.82	03.56	69.37	05.92	00.68
Train F1	67.79	69.43	02.42	70.87	04.54	00.57
Test F1	67.61	69.17	02.31	71.51	05.77	00.71

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_domain_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	72.65	81.55	12.25	81.89	12.72	02.13
Test Accuracy	72.54	80.60	11.11	81.59	12.48	02.31
Train Precision	64.58	75.33	16.65	76.30	18.15	02.60
Test Precision	64.66	73.71	14.00	75.71	17.09	02.63
Train Recall	66.76	70.33	05.35	71.07	06.46	00.74
Test Recall	66.97	69.37	03.58	70.72	05.60	00.69
Train F1	65.31	72.13	10.44	72.28	10.67	01.38
Test F1	65.39	70.96	08.52	71.78	09.77	01.46

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	52.61	69.76	32.60	71.18	35.30	02.22
Test Accuracy	50.65	69.06	36.35	70.28	38.76	02.28
Train Precision	59.25	67.37	13.70	68.13	14.99	01.14
Test Precision	58.14	67.01	15.26	67.52	16.13	01.14
Train Recall	61.96	73.56	18.72	74.44	20.14	01.51
Test Recall	60.33	73.09	21.15	73.69	22.14	01.54
Train F1	51.64	66.57	28.91	67.75	31.20	01.93
Test F1	49.86	65.98	32.33	66.88	34.14	01.98

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	56.14	73.67	31.23	74.22	32.21	01.97
Test Accuracy	55.62	72.38	30.13	73.37	31.91	01.94
Train Precision	60.53	69.15	14.24	69.32	14.52	01.09
Test Precision	60.27	68.21	13.17	68.62	13.85	01.03
Train Recall	64.06	75.12	17.27	75.18	17.36	01.30
Test Recall	63.64	74.03	16.33	74.38	16.88	01.25
Train F1	54.66	69.69	27.50	70.05	28.16	01.71
Test F1	54.22	68.48	26.30	69.21	27.65	01.66

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	47.08	64.19	36.34	67.93	44.29	02.99
Test Accuracy	46.43	62.33	34.25	66.17	42.52	02.75
Train Precision	59.12	65.69	11.11	67.00	13.33	01.13
Test Precision	58.61	64.39	09.86	65.88	12.40	01.01
Train Recall	60.43	71.41	18.17	73.27	21.25	01.83
Test Recall	59.76	69.56	16.40	71.70	19.98	01.64
Train F1	46.90	62.16	32.54	65.22	39.06	02.60
Test F1	46.28	60.40	30.51	63.62	37.47	02.37

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	55.78	71.71	28.56	72.52	30.01	02.00
Test Accuracy	55.44	69.96	26.19	71.36	28.72	01.85
Train Precision	60.65	68.16	12.38	68.53	12.99	01.05
Test Precision	60.80	66.87	09.98	67.61	11.20	00.94
Train Recall	64.14	74.28	15.81	74.67	16.42	01.32
Test Recall	64.22	72.67	13.16	73.43	14.34	01.21
Train F1	54.43	68.10	25.11	68.71	26.24	01.73
Test F1	54.22	66.43	22.52	67.61	24.70	01.59

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.12	74.31	19.62	74.95	20.65	01.55
Test Accuracy	62.47	72.74	16.44	73.31	17.35	01.43
Train Precision	61.63	69.23	12.33	69.61	12.95	01.07
Test Precision	61.81	68.00	10.01	68.39	10.65	00.95
Train Recall	65.92	74.86	13.56	75.18	14.05	01.24
Test Recall	66.13	73.47	11.10	73.84	11.66	01.10
Train F1	59.16	70.02	18.36	70.54	19.24	01.43
Test F1	59.47	68.51	15.20	69.01	16.04	01.29

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	53.37	67.92	27.26	70.54	32.17	02.49
Test Accuracy	53.16	65.79	23.76	69.35	30.46	02.35
Train Precision	59.36	66.72	12.40	67.57	13.83	01.12
Test Precision	58.47	65.16	11.44	66.91	14.43	01.09
Train Recall	62.23	72.85	17.07	73.69	18.42	01.59
Test Recall	61.15	70.71	15.63	72.87	19.17	01.56
Train F1	52.26	65.12	24.61	67.13	28.45	02.14
Test F1	51.89	63.07	21.55	66.10	27.38	02.02

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	59.80	72.41	21.09	73.27	22.53	01.53
Test Accuracy	59.44	71.48	20.26	72.11	21.32	01.49
Train Precision	60.64	68.17	12.42	68.65	13.21	01.00
Test Precision	60.84	67.53	11.00	67.86	11.54	00.98
Train Recall	64.56	74.00	14.62	74.52	15.43	01.22
Test Recall	64.77	73.25	13.09	73.74	13.85	01.24
Train F1	57.26	68.47	19.58	69.15	20.76	01.40
Test F1	57.12	67.62	18.38	68.13	19.28	01.36

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	61.90	74.37	20.15	76.10	22.94	01.44
Test Accuracy	60.39	72.47	20.00	74.46	23.30	01.43
Train Precision	62.02	69.28	11.71	70.08	13.00	00.99
Test Precision	61.11	67.67	10.73	68.83	12.63	00.95
Train Recall	66.46	74.91	12.71	75.22	13.18	01.09
Test Recall	65.17	73.01	12.03	73.99	13.53	01.09
Train F1	59.20	70.08	18.38	71.25	20.35	01.30
Test F1	57.85	68.16	17.82	69.75	20.57	01.28

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	51.72	69.87	35.09	71.35	37.95	02.75
Test Accuracy	51.78	68.59	32.46	70.33	35.82	02.56
Train Precision	59.90	67.24	12.25	67.74	13.09	01.14
Test Precision	59.50	66.11	11.11	66.81	12.29	01.03
Train Recall	62.46	73.33	17.40	73.75	18.08	01.56
Test Recall	62.03	71.79	15.73	72.52	16.91	01.43
Train F1	51.04	66.57	30.43	67.67	32.58	02.31
Test F1	51.04	65.24	27.82	66.59	30.47	02.11

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	48.95	66.13	35.10	67.10	37.08	02.76
Test Accuracy	49.23	65.02	32.07	65.56	33.17	02.56
Train Precision	58.65	66.67	13.67	67.19	14.56	01.26
Test Precision	59.00	65.97	11.81	66.36	12.47	01.09
Train Recall	60.51	72.82	20.34	73.54	21.53	01.93
Test Recall	60.90	71.81	17.91	72.32	18.75	01.71
Train F1	48.52	63.88	31.66	64.75	33.45	02.44
Test F1	48.81	62.86	28.79	63.29	29.67	02.25

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	52.65	68.87	30.81	70.17	33.28	02.45
Test Accuracy	51.83	66.64	28.57	68.47	32.10	02.32
Train Precision	60.96	67.97	11.50	68.39	12.19	01.19
Test Precision	60.51	66.27	09.52	67.23	11.11	01.03
Train Recall	63.79	74.58	16.91	75.06	17.67	01.68
Test Recall	63.09	72.24	14.50	73.54	16.56	01.49
Train F1	52.00	66.28	27.46	67.31	29.44	02.15
Test F1	51.24	64.10	25.10	65.68	28.18	02.00

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	47.02	61.39	30.56	65.41	39.11	03.07
Test Accuracy	46.39	60.03	29.40	63.64	37.18	02.88
Train Precision	59.37	65.08	09.62	66.14	11.40	01.08
Test Precision	58.20	63.94	09.86	64.95	11.60	01.02
Train Recall	60.63	70.29	15.93	72.09	18.90	01.88
Test Recall	59.37	68.68	15.68	70.25	18.33	01.73
Train F1	46.87	59.89	27.78	63.18	34.80	02.70
Test F1	46.21	58.55	26.70	61.41	32.89	02.52

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	71.01	79.00	11.25	79.96	12.60	01.23
Test Accuracy	70.93	78.57	10.77	79.38	11.91	01.27
Train Precision	64.03	71.90	12.29	72.57	13.34	01.14
Test Precision	63.69	71.48	12.23	71.97	13.00	01.20
Train Recall	67.16	74.54	10.99	75.61	12.58	01.43
Test Recall	66.53	74.18	11.50	74.85	12.51	01.58
Train F1	64.70	72.94	12.74	73.47	13.55	01.16
Test F1	64.35	72.52	12.70	73.02	13.47	01.26

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	70.43	80.05	13.66	80.63	14.48	01.25
Test Accuracy	69.53	79.36	14.14	79.81	14.78	01.40
Train Precision	64.63	73.10	13.11	73.53	13.77	01.07
Test Precision	63.58	72.22	13.59	72.44	13.94	01.13
Train Recall	68.66	75.52	09.99	76.28	11.10	01.39
Test Recall	67.23	74.31	10.53	75.14	11.77	01.39
Train F1	65.10	74.10	13.82	74.31	14.15	01.12
Test F1	63.98	73.10	14.25	73.37	14.68	01.17

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	52.10	72.45	39.06	76.64	47.10	03.88
Test Accuracy	52.15	71.30	36.72	76.15	46.02	03.70
Train Precision	57.73	68.28	18.27	69.03	19.57	01.85
Test Precision	57.24	67.14	17.30	68.35	19.41	01.81
Train Recall	60.15	74.18	23.33	74.18	23.33	02.30
Test Recall	59.55	72.65	22.00	73.43	23.31	02.31
Train F1	50.88	68.56	34.75	69.92	37.42	03.04
Test F1	50.80	67.28	32.44	69.13	36.08	02.89

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	69.55	78.42	12.75	81.61	17.34	01.69
Test Accuracy	68.54	78.32	14.27	81.01	18.19	01.62
Train Precision	64.06	71.25	11.22	75.39	17.69	01.81
Test Precision	62.73	71.06	13.28	74.37	18.56	01.66
Train Recall	68.11	73.94	08.56	74.38	09.21	01.35
Test Recall	66.26	73.40	10.78	73.67	11.18	01.36
Train F1	64.37	72.29	12.30	74.25	15.35	01.43
Test F1	62.99	72.00	14.30	73.43	16.57	01.33

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	79.88	81.19	01.64	82.37	03.12	01.11
Test Accuracy	79.43	80.33	01.13	81.78	02.96	01.08
Train Precision	73.89	74.23	00.46	76.43	03.44	01.26
Test Precision	73.11	73.08	-0.04	75.38	03.10	01.14
Train Recall	64.08	74.13	15.68	75.38	17.63	01.66
Test Recall	63.23	72.52	14.69	74.42	17.70	01.58
Train F1	66.14	74.18	12.16	75.24	13.76	01.32
Test F1	65.13	72.79	11.76	74.23	13.97	01.22

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.49	78.24	33.77	80.49	37.61	02.25
Test Accuracy	59.06	77.46	31.15	80.49	36.29	02.19
Train Precision	59.90	70.63	17.91	73.83	23.26	01.81
Test Precision	60.08	69.59	15.83	73.97	23.12	01.78
Train Recall	63.51	72.20	13.68	73.42	15.60	02.70
Test Recall	63.75	70.76	11.00	72.43	13.62	02.67
Train F1	56.10	71.31	27.11	72.30	28.88	02.42
Test F1	56.56	70.11	23.96	71.52	26.45	02.41

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	73.18	80.91	10.56	81.55	11.44	01.52
Test Accuracy	72.47	80.06	10.47	81.03	11.81	01.55
Train Precision	66.02	73.84	11.84	75.79	14.80	01.88
Test Precision	65.06	72.65	11.67	74.17	14.00	01.89
Train Recall	69.22	72.40	04.59	73.72	06.50	01.58
Test Recall	67.89	70.81	04.30	72.68	07.06	01.60
Train F1	66.89	73.05	09.21	73.68	10.15	01.59
Test F1	65.86	71.62	08.75	72.91	10.70	01.63

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	78.03	81.96	05.04	82.41	05.61	01.09
Test Accuracy	78.03	80.96	03.75	81.64	04.63	00.94
Train Precision	69.65	75.58	08.51	76.33	09.59	01.52
Test Precision	69.62	74.12	06.46	75.43	08.35	01.30
Train Recall	68.50	72.43	05.74	74.69	09.04	01.17
Test Recall	67.97	70.92	04.34	73.90	08.72	01.28
Train F1	69.02	73.73	06.82	74.78	08.35	01.08
Test F1	68.68	72.21	05.14	73.91	07.62	01.02

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	67.49	78.10	15.72	81.36	20.55	02.61
Test Accuracy	67.62	78.16	15.59	80.78	19.46	02.47
Train Precision	62.57	70.07	11.99	75.86	21.24	02.49
Test Precision	62.12	70.08	12.81	74.90	20.57	02.31
Train Recall	66.44	70.32	05.84	72.72	09.45	01.50
Test Recall	65.62	69.78	06.34	71.38	08.78	01.54
Train F1	62.49	70.20	12.34	72.42	15.89	01.92
Test F1	62.20	69.93	12.43	71.30	14.63	01.77

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	49.92	65.92	32.05	68.41	37.04	03.35
Test Accuracy	50.25	64.05	27.46	66.94	33.21	03.04
Train Precision	59.78	66.48	11.21	67.26	12.51	01.25
Test Precision	59.06	65.14	10.29	66.53	12.65	01.11
Train Recall	61.88	72.56	17.26	73.58	18.91	01.99
Test Recall	61.21	70.66	15.44	72.59	18.59	01.78
Train F1	49.50	63.66	28.61	65.67	32.67	02.88
Test F1	49.69	61.88	24.53	64.40	29.60	02.60

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	63.60	71.00	11.64	72.75	14.39	01.88
Test Accuracy	61.72	69.60	12.77	70.96	14.97	02.09
Train Precision	61.88	68.52	10.73	69.27	11.94	01.11
Test Precision	60.35	67.41	11.70	67.89	12.49	01.17
Train Recall	66.20	75.10	13.44	75.82	14.53	01.47
Test Recall	64.10	73.61	14.84	74.18	15.73	01.59
Train F1	60.16	67.89	12.85	69.31	15.21	01.66
Test F1	58.31	66.51	14.06	67.42	15.62	01.79

FakeNewsNet-gossipcop_max-vocab=15000_pre=v2_text_domain_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	49.13	64.50	31.28	70.08	42.64	04.37
Test Accuracy	48.17	62.87	30.52	68.68	42.58	04.23
Train Precision	57.53	65.05	13.07	66.88	16.25	01.60
Test Precision	56.79	63.81	12.36	66.09	16.38	01.52
Train Recall	59.40	70.60	18.86	72.88	22.69	02.42
Test Recall	58.41	68.86	17.89	71.83	22.98	02.31
Train F1	48.50	62.15	28.14	66.41	36.93	03.64
Test F1	47.59	60.58	27.30	65.01	36.60	03.50

FakeNewsNet-gossipcop_text.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.93	72.75	-6.65	77.93	00.00	02.16
Test Accuracy	77.82	71.00	-8.76	77.82	00.00	02.34
Train Precision	69.56	68.79	-1.11	69.56	00.00	00.94
Test Precision	69.57	67.46	-3.03	69.57	00.00	00.95
Train Recall	68.65	74.95	09.18	75.40	09.83	01.30
Test Recall	69.11	73.32	06.09	74.36	07.60	01.22
Train F1	69.07	69.02	-0.07	70.23	01.68	01.72
Test F1	69.33	67.33	-2.88	69.33	00.00	01.83

FakeNewsNet-gossipcop_text_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	68.09	77.45	13.75	81.31	19.42	04.81
Test Accuracy	67.48	76.49	13.35	80.92	19.92	04.96
Train Precision	65.40	71.73	09.68	74.40	13.76	02.38
Test Precision	64.94	71.03	09.38	73.92	13.83	02.45
Train Recall	70.83	77.23	09.04	77.61	09.57	02.22
Test Recall	70.20	76.65	09.19	77.56	10.48	02.42
Train F1	64.57	73.02	13.09	74.77	15.80	03.89
Test F1	63.99	72.17	12.78	74.48	16.39	04.04

FakeNewsNet-gossipcop_text_domain_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	70.63	78.61	11.30	79.49	12.54	03.25
Test Accuracy	68.50	77.53	13.18	78.77	14.99	03.32
Train Precision	66.13	72.55	09.71	73.03	10.43	01.52
Test Precision	64.59	71.68	10.98	72.39	12.08	01.53
Train Recall	71.23	77.63	08.98	77.90	09.36	01.78
Test Recall	69.40	76.91	10.82	77.06	11.04	01.85
Train F1	66.30	73.97	11.57	74.49	12.35	02.80
Test F1	64.32	72.98	13.46	73.78	14.71	02.87

FakeNewsNet-gossipcop_text_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	67.97	75.30	10.78	80.01	17.71	01.69
Test Accuracy	67.05	74.01	10.38	79.86	19.11	01.99
Train Precision	63.67	69.53	09.20	72.52	13.90	01.17
Test Precision	63.05	68.22	08.20	72.35	14.75	01.33
Train Recall	68.08	74.61	09.59	74.97	10.12	01.37
Test Recall	67.32	72.99	08.42	73.67	09.43	01.05
Train F1	63.46	70.57	11.20	72.25	13.85	01.13
Test F1	62.64	69.12	10.34	71.57	14.26	01.28

FakeNewsNet-gossipcop_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	24.03	24.03	00.00	24.03	00.00	00.01
Test Accuracy	24.10	24.10	00.00	24.10	00.00	00.03
Train Precision	12.01	12.01	00.00	12.01	00.00	00.00
Test Precision	12.05	12.05	00.00	12.05	00.00	00.01
Train Recall	50.00	50.00	00.00	50.00	00.00	00.03
Test Recall	50.00	50.00	00.00	50.00	00.00	00.06
Train F1	19.37	19.37	00.00	19.37	00.00	00.01
Test F1	19.42	19.42	00.00	19.42	00.00	00.02

FakeNewsNet-politifact_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	56.52	83.29	47.36	84.00	48.62	04.49
Test Accuracy	47.64	76.89	61.40	76.89	61.40	04.62
Train Precision	72.66	83.07	14.33	83.84	15.39	02.84
Test Precision	68.59	76.13	10.99	84.90	23.78	02.82
Train Recall	62.36	82.44	32.20	83.13	33.31	04.48
Test Recall	58.31	77.97	33.72	77.97	33.72	04.87
Train F1	53.32	82.70	55.10	83.42	56.45	05.31
Test F1	44.15	76.24	72.68	76.24	72.68	06.01

FakeNewsNet-politifact_domain_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	77.73	33.88	78.44	35.10	04.32
Test Accuracy	63.21	68.87	08.95	75.00	18.65	02.39
Train Precision	29.03	80.06	175.78	80.46	177.16	09.65
Test Precision	31.60	75.75	139.72	84.01	165.85	08.60
Train Recall	50.00	79.91	59.82	80.36	60.72	06.67
Test Recall	50.00	74.84	49.68	76.47	52.94	05.61
Train F1	36.73	77.72	111.60	78.20	112.90	08.99
Test F1	38.73	68.84	77.74	74.45	92.23	06.76

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.18	84.00	44.38	84.36	45.00	05.38
Test Accuracy	63.21	76.89	21.64	76.89	21.64	02.43
Train Precision	79.06	83.95	06.19	84.27	06.59	01.85
Test Precision	31.60	76.13	140.92	84.01	165.85	05.56
Train Recall	50.14	83.01	65.56	83.43	66.39	06.97
Test Recall	50.00	77.97	55.94	77.97	55.94	06.01
Train F1	37.04	83.37	125.08	83.76	126.13	09.04
Test F1	38.73	76.24	96.85	76.24	96.85	07.06

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	83.89	44.49	85.90	47.95	06.89
Test Accuracy	63.21	76.89	21.64	76.89	21.64	03.28
Train Precision	29.03	83.73	188.43	88.97	206.48	06.54
Test Precision	31.60	76.13	140.92	85.26	169.81	06.27
Train Recall	50.00	82.99	65.98	83.58	67.16	08.95
Test Recall	50.00	77.97	55.94	77.97	55.94	08.33
Train F1	36.73	83.29	126.76	84.72	130.66	11.49
Test F1	38.73	76.24	96.85	76.24	96.85	09.47

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.80	83.65	33.20	84.12	33.95	03.68
Test Accuracy	58.49	76.89	31.46	76.89	31.46	01.87
Train Precision	61.41	83.52	36.00	83.92	36.66	03.28
Test Precision	53.16	76.13	43.21	84.72	59.37	02.58
Train Recall	60.71	82.70	36.22	83.31	37.23	04.34
Test Recall	52.70	77.97	47.95	77.97	47.95	03.51
Train F1	60.77	83.02	36.61	83.56	37.50	04.58
Test F1	52.37	76.24	45.58	76.24	45.58	03.45

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	83.53	43.87	84.83	46.11	05.17
Test Accuracy	63.21	76.42	20.90	76.89	21.64	02.56
Train Precision	29.03	83.41	187.32	87.46	201.27	07.67
Test Precision	31.60	75.75	139.72	85.64	171.01	06.68
Train Recall	50.00	82.56	65.12	83.15	66.30	06.63
Test Recall	50.00	77.59	55.18	77.97	55.94	06.05
Train F1	36.73	82.89	125.67	83.57	127.53	08.90
Test F1	38.73	75.79	95.69	76.24	96.85	07.15

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	84.36	45.30	88.03	51.62	07.02
Test Accuracy	63.21	76.89	21.64	76.89	21.64	03.01
Train Precision	29.03	84.30	190.39	90.54	211.88	08.14
Test Precision	31.60	76.13	140.92	86.22	172.85	07.35
Train Recall	50.00	83.39	66.78	86.01	72.02	08.83
Test Recall	50.00	77.97	55.94	77.97	55.94	07.38
Train F1	36.73	83.75	128.02	87.14	137.24	11.75
Test F1	38.73	76.24	96.85	76.24	96.85	08.44

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.20	84.12	35.24	84.36	35.63	03.50
Test Accuracy	64.62	76.89	18.99	76.89	18.99	01.96
Train Precision	61.35	83.92	36.79	84.23	37.29	03.57
Test Precision	65.28	76.13	16.62	76.13	16.62	01.81
Train Recall	61.45	83.31	35.57	83.47	35.83	03.73
Test Recall	66.39	77.97	17.44	77.97	17.44	01.92
Train F1	61.38	83.56	36.14	83.78	36.49	03.72
Test F1	64.20	76.24	18.75	76.24	18.75	01.95

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	72.27	24.47	85.19	46.73	07.68
Test Accuracy	63.21	72.64	14.92	76.89	21.64	03.29
Train Precision	29.03	83.08	186.19	87.97	203.03	09.89
Test Precision	31.60	84.90	168.67	86.02	172.22	09.07
Train Recall	50.00	67.03	34.06	83.41	66.82	09.96
Test Recall	50.00	62.82	25.64	77.97	55.94	08.37
Train F1	36.73	65.85	79.28	84.03	128.78	13.22
Test F1	38.73	61.51	58.82	76.24	96.85	09.77

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	84.12	44.88	88.51	52.45	08.09
Test Accuracy	63.21	76.89	21.64	77.36	22.39	03.60
Train Precision	29.03	83.98	189.29	90.63	212.19	09.30
Test Precision	31.60	76.13	140.92	86.22	172.85	08.74
Train Recall	50.00	83.23	66.46	86.65	73.30	10.29
Test Recall	50.00	77.97	55.94	78.34	56.68	08.55
Train F1	36.73	83.53	127.42	87.71	138.80	13.69
Test F1	38.73	76.24	96.85	76.69	98.01	10.02

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	59.72	84.12	40.86	84.12	40.86	04.58
Test Accuracy	65.09	75.94	16.67	77.36	18.85	02.16
Train Precision	79.52	83.95	05.57	83.95	05.57	02.55
Test Precision	82.21	75.38	-8.31	84.18	02.40	01.77
Train Recall	51.98	83.27	60.20	83.27	60.20	05.82
Test Recall	52.56	77.22	46.92	78.34	49.05	04.85
Train F1	40.93	83.55	104.13	83.55	104.13	07.37
Test F1	44.06	75.35	71.02	76.69	74.06	05.82

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	66.11	79.27	19.91	81.52	23.31	02.52
Test Accuracy	67.45	66.51	-1.39	76.42	13.30	03.23
Train Precision	65.04	81.08	24.66	81.59	25.45	02.35
Test Precision	67.09	74.71	11.36	79.57	18.60	01.39
Train Recall	64.43	81.24	26.09	81.79	26.94	03.72
Test Recall	68.36	72.97	06.74	77.59	13.50	02.58
Train F1	64.57	79.26	22.75	80.79	25.12	03.79
Test F1	66.74	66.42	-0.48	75.79	13.56	03.75

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	79.86	37.55	84.24	45.09	04.08
Test Accuracy	63.21	67.45	06.71	76.89	21.64	03.99
Train Precision	29.03	81.56	180.95	84.24	190.18	04.56
Test Precision	31.60	74.48	135.70	83.00	162.66	03.85
Train Recall	50.00	81.79	63.58	83.21	66.42	05.65
Test Recall	50.00	73.45	46.90	77.97	55.94	04.25
Train F1	36.73	79.85	117.40	83.60	127.61	07.20
Test F1	38.73	67.42	74.08	76.24	96.85	05.69

FakeNewsNet-politifact_max-vocab=15000_pre=v1_domain_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	63.39	83.41	31.58	83.89	32.34	03.69
Test Accuracy	62.26	75.94	21.97	77.36	24.25	02.38
Train Precision	62.75	83.38	32.88	83.67	33.34	03.67
Test Precision	63.05	75.00	18.95	76.51	21.35	01.86
Train Recall	62.98	82.34	30.74	83.06	31.88	03.80
Test Recall	63.99	76.68	19.83	78.34	22.43	02.12
Train F1	62.79	82.73	31.76	83.32	32.70	03.89
Test F1	61.85	75.19	21.57	76.69	23.99	02.37

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	41.94	82.94	97.76	85.31	103.41	06.63
Test Accuracy	36.79	75.00	103.86	77.36	110.27	07.93
Train Precision	20.97	82.86	295.14	84.93	305.01	06.11
Test Precision	18.40	74.23	303.42	77.13	319.18	06.29
Train Recall	50.00	83.74	67.48	85.70	71.40	05.65
Test Recall	50.00	75.94	51.88	77.27	54.54	05.45
Train F1	29.55	82.81	180.24	85.12	188.05	07.24
Test F1	26.90	74.30	176.21	76.34	183.79	07.76

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	41.94	85.55	103.98	86.61	106.51	06.10
Test Accuracy	36.79	74.06	101.30	80.19	117.97	06.09
Train Precision	20.97	85.67	308.54	86.35	311.78	05.64
Test Precision	18.40	73.10	297.28	82.68	349.35	06.75
Train Recall	50.00	86.61	73.22	87.25	74.50	06.60
Test Recall	50.00	74.66	49.32	78.07	56.14	05.24
Train F1	29.55	85.47	189.24	86.47	192.62	08.37
Test F1	26.90	73.24	172.27	78.34	191.23	07.36

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	65.76	77.96	18.55	79.98	21.62	06.47
Test Accuracy	58.96	68.87	16.81	71.23	20.81	06.20
Train Precision	69.49	78.68	13.22	80.25	15.48	02.90
Test Precision	62.41	69.12	10.75	70.75	13.36	02.60
Train Recall	68.47	79.30	15.82	81.03	18.34	05.18
Test Recall	62.72	70.55	12.48	72.31	15.29	03.93
Train F1	65.64	77.92	18.71	79.89	21.71	07.24
Test F1	58.94	68.39	16.03	70.51	19.63	06.42

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	41.94	81.87	95.21	84.60	101.72	05.85
Test Accuracy	36.79	73.11	98.72	79.25	115.41	07.70
Train Precision	20.97	81.85	290.32	84.29	301.96	05.76
Test Precision	18.40	71.82	290.33	77.88	323.26	06.30
Train Recall	50.00	82.70	65.40	85.14	70.28	05.04
Test Recall	50.00	73.11	46.22	77.58	55.16	05.25
Train F1	29.55	81.75	176.65	84.43	185.72	06.50
Test F1	26.90	72.07	167.92	77.36	187.58	07.41

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	41.94	86.61	106.51	86.97	107.37	06.01
Test Accuracy	36.79	79.25	115.41	79.72	116.69	06.03
Train Precision	20.97	86.43	312.16	86.67	313.30	05.61
Test Precision	18.40	77.99	323.86	82.68	349.35	05.70
Train Recall	50.00	87.37	74.74	87.56	75.12	06.38
Test Recall	50.00	79.56	59.12	79.94	59.88	05.53
Train F1	29.55	86.49	192.69	86.82	193.81	08.01
Test F1	26.90	78.40	191.45	78.85	193.12	07.36

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	65.28	76.42	17.06	78.32	19.98	02.65
Test Accuracy	59.43	69.81	17.47	71.70	20.65	03.69
Train Precision	69.79	77.05	10.40	78.50	12.48	01.86
Test Precision	63.48	69.12	08.88	70.31	10.76	02.40
Train Recall	68.30	77.66	13.70	79.23	16.00	02.30
Test Recall	63.62	70.49	10.80	71.67	12.65	02.72
Train F1	65.08	76.37	17.35	78.20	20.16	02.68
Test F1	59.43	69.01	16.12	70.54	18.69	03.43

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	41.94	83.06	98.04	83.65	99.45	05.89
Test Accuracy	36.79	73.58	100.00	76.89	109.00	06.78
Train Precision	20.97	82.84	295.04	83.42	297.81	05.66
Test Precision	18.40	72.23	292.55	76.16	313.91	05.73
Train Recall	50.00	83.68	67.36	84.27	68.54	05.45
Test Recall	50.00	73.48	46.96	76.15	52.30	05.04
Train F1	29.55	82.90	180.54	83.49	182.54	06.92
Test F1	26.90	72.51	169.55	75.14	179.33	07.04

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	41.94	84.83	102.27	86.85	107.08	06.30
Test Accuracy	36.79	75.00	103.86	80.19	117.97	05.20
Train Precision	20.97	85.04	305.53	86.52	312.59	06.99
Test Precision	18.40	74.05	302.45	84.01	356.58	06.49
Train Recall	50.00	85.96	71.92	87.38	74.76	07.44
Test Recall	50.00	75.67	51.34	79.24	58.48	05.89
Train F1	29.55	84.76	186.84	86.69	193.37	09.57
Test F1	26.90	74.21	175.87	78.92	193.38	07.94

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	55.21	78.20	41.64	79.86	44.65	02.76
Test Accuracy	47.17	69.81	48.00	70.28	48.99	02.98
Train Precision	65.58	77.85	18.71	79.78	21.65	02.17
Test Precision	60.45	68.23	12.87	68.64	13.55	01.71
Train Recall	60.29	78.52	30.24	80.58	33.65	02.59
Test Recall	56.33	69.15	22.76	69.53	23.43	01.92
Train F1	52.98	77.95	47.13	79.71	50.45	02.90
Test F1	45.01	68.45	52.08	68.88	53.03	02.76

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	59.36	84.48	42.32	87.20	46.90	03.97
Test Accuracy	51.89	71.70	38.18	76.42	47.27	03.58
Train Precision	65.11	84.67	30.04	86.98	33.59	02.97
Test Precision	58.90	71.96	22.17	76.18	29.34	02.33
Train Recall	62.96	85.57	35.91	87.92	39.64	03.48
Test Recall	57.92	73.59	27.05	78.13	34.89	02.77
Train F1	58.75	84.40	43.66	87.08	48.22	03.97
Test F1	51.61	71.27	38.09	75.93	47.12	03.45

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	42.65	85.66	100.84	88.27	106.96	05.08
Test Accuracy	38.68	72.17	86.58	79.25	104.89	04.26
Train Precision	71.12	86.21	21.22	88.06	23.82	02.75
Test Precision	68.75	72.30	05.16	77.81	13.18	01.89
Train Recall	50.61	87.07	72.04	89.04	75.93	04.95
Test Recall	51.49	73.97	43.66	79.14	53.70	03.50
Train F1	30.91	85.62	177.00	88.16	185.22	06.10
Test F1	30.17	71.71	137.69	77.92	158.27	04.92

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	60.66	76.18	25.59	78.44	29.31	02.81
Test Accuracy	51.89	68.87	32.72	73.11	40.89	02.68
Train Precision	67.37	78.61	16.68	79.95	18.67	02.10
Test Precision	61.02	70.98	16.32	73.49	20.44	01.84
Train Recall	64.52	78.39	21.50	80.17	24.26	02.56
Test Recall	58.99	72.16	22.33	74.98	27.11	02.27
Train F1	59.93	76.18	27.11	78.43	30.87	02.89
Test F1	51.26	68.73	34.08	72.67	41.77	02.68

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.68	87.09	38.94	87.32	39.31	04.30
Test Accuracy	55.19	81.13	47.00	81.13	47.00	05.29
Train Precision	69.77	86.65	24.19	86.88	24.52	02.80
Test Precision	63.17	79.72	26.20	79.72	26.20	03.45
Train Recall	66.56	87.27	31.11	87.61	31.63	03.78
Test Recall	61.61	79.72	29.39	79.72	29.39	03.82
Train F1	62.00	86.87	40.11	87.08	40.45	04.44
Test F1	54.90	79.72	45.21	79.72	45.21	05.07

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	63.74	86.49	35.69	89.34	40.16	05.14
Test Accuracy	58.96	74.53	26.41	81.60	38.40	05.35
Train Precision	67.83	86.24	27.14	88.92	31.09	03.44
Test Precision	65.99	73.19	10.91	80.87	22.55	03.14
Train Recall	66.62	87.15	30.82	89.60	34.49	04.59
Test Recall	64.86	74.49	14.85	80.63	24.31	03.68
Train F1	63.56	86.36	35.87	89.16	40.28	05.38
Test F1	58.85	73.49	24.88	80.38	36.58	05.19

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	59.24	77.73	31.21	83.06	40.21	05.34
Test Accuracy	53.77	69.34	28.96	74.53	38.61	05.92
Train Precision	71.59	77.17	07.79	82.69	15.50	03.16
Test Precision	69.59	67.18	-3.46	73.67	05.86	03.19
Train Recall	64.39	76.90	19.43	83.45	29.60	04.35
Test Recall	62.90	67.44	07.22	75.30	19.71	03.98
Train F1	57.25	77.02	34.53	82.85	44.72	05.49
Test F1	52.24	67.30	28.83	73.77	41.21	05.70

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	68.01	86.73	27.53	87.56	28.75	03.42
Test Accuracy	67.92	76.89	13.21	79.72	17.37	03.73
Train Precision	76.26	86.29	13.15	87.12	14.24	02.58
Test Precision	70.05	75.16	07.29	78.46	12.01	02.88
Train Recall	62.41	86.89	39.22	87.68	40.49	03.76
Test Recall	58.02	75.02	29.30	77.53	33.63	03.18
Train F1	59.98	86.50	44.21	87.33	45.60	03.88
Test F1	55.51	75.09	35.27	77.89	40.32	03.80

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	48.10	87.91	82.77	89.22	85.49	05.50
Test Accuracy	41.98	78.30	86.52	83.49	98.88	05.55
Train Precision	70.55	87.62	24.20	88.83	25.91	03.02
Test Precision	65.50	76.83	17.30	82.22	25.53	03.12
Train Recall	55.23	88.53	60.29	89.62	62.27	05.54
Test Recall	53.84	78.01	44.89	82.39	53.03	04.79
Train F1	40.71	87.78	115.62	89.06	118.77	06.43
Test F1	35.96	77.23	114.77	82.30	128.87	06.31

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	55.81	72.39	29.71	81.52	46.07	03.83
Test Accuracy	47.64	61.79	29.70	73.11	53.46	04.90
Train Precision	65.63	75.90	15.65	81.28	23.85	02.58
Test Precision	57.84	65.38	13.04	72.15	24.74	02.83
Train Recall	60.72	75.01	23.53	82.08	35.18	03.21
Test Recall	55.64	65.76	18.19	73.64	32.35	03.21
Train F1	53.82	72.35	34.43	81.34	51.13	03.88
Test F1	46.34	61.77	33.30	72.27	55.96	04.47

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	54.62	86.73	58.79	86.85	59.01	04.40
Test Accuracy	49.06	78.30	59.60	80.66	64.41	04.81
Train Precision	69.09	86.29	24.90	86.40	25.05	02.87
Test Precision	67.55	76.67	13.50	79.24	17.31	03.06
Train Recall	60.41	86.92	43.88	86.95	43.93	04.20
Test Recall	59.17	76.67	29.58	79.08	33.65	03.61
Train F1	51.28	86.51	68.70	86.61	68.90	04.77
Test F1	46.30	76.67	65.59	79.15	70.95	04.76

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	68.60	87.56	27.64	89.22	30.06	03.94
Test Accuracy	69.81	78.77	12.83	82.55	18.25	03.00
Train Precision	75.36	87.18	15.68	88.81	17.85	02.62
Test Precision	78.47	77.19	-1.63	82.02	04.52	02.47
Train Recall	63.32	87.99	38.96	89.26	40.97	05.07
Test Recall	59.51	77.85	30.82	79.98	34.40	03.99
Train F1	61.48	87.39	42.14	89.00	44.76	05.05
Test F1	56.91	77.47	36.13	80.61	41.64	04.25

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	75.00	80.33	07.11	82.94	10.59	02.74
Test Accuracy	74.53	74.06	-0.63	75.47	01.26	02.59
Train Precision	74.34	79.86	07.43	82.49	10.96	02.37
Test Precision	72.70	72.13	-0.78	73.83	01.55	01.82
Train Recall	74.47	79.61	06.90	83.11	11.60	02.76
Test Recall	73.15	72.24	-1.24	74.70	02.12	02.01
Train F1	74.40	79.73	07.16	82.68	11.13	02.83
Test F1	72.90	72.18	-0.99	74.15	01.71	02.40

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.32	88.27	41.64	88.39	41.83	06.60
Test Accuracy	51.42	79.72	55.04	79.72	55.04	06.31
Train Precision	68.72	88.01	28.07	88.14	28.26	03.68
Test Precision	60.69	78.33	29.07	78.33	29.07	02.98
Train Recall	66.02	88.96	34.75	89.10	34.96	05.64
Test Recall	58.62	79.67	35.91	79.83	36.18	04.54
Train F1	61.74	88.15	42.78	88.27	42.97	07.39
Test F1	50.73	78.76	55.25	78.76	55.25	06.82

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	48.82	90.52	85.42	90.88	86.15	04.87
Test Accuracy	38.68	76.89	98.78	84.91	119.52	05.14
Train Precision	63.90	90.16	41.10	90.62	41.82	03.51
Test Precision	50.58	75.65	49.57	83.69	65.46	03.76
Train Recall	55.33	91.05	64.56	91.63	65.61	04.62
Test Recall	50.15	77.16	53.86	84.04	67.58	04.53
Train F1	43.17	90.40	109.40	90.78	110.28	05.29
Test F1	32.53	75.99	133.60	83.86	157.79	05.57

FakeNewsNet-politifact_max-vocab=15000_pre=v1_text_domain_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	65.64	81.52	24.19	83.53	27.25	04.07
Test Accuracy	62.74	71.70	14.28	75.47	20.29	04.02
Train Precision	68.11	82.31	20.85	83.91	23.20	02.74
Test Precision	66.37	71.70	08.03	75.47	13.71	02.49
Train Recall	67.78	82.98	22.43	84.76	25.05	03.61
Test Recall	66.77	73.33	09.82	77.38	15.89	03.20
Train F1	65.62	81.48	24.17	83.47	27.20	04.20
Test F1	62.72	71.20	13.52	75.04	19.64	03.94

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	72.04	86.26	19.74	87.44	21.38	02.38
Test Accuracy	74.06	81.13	09.55	84.91	14.65	02.42
Train Precision	71.89	87.02	21.05	88.97	23.76	02.54
Test Precision	73.29	79.78	08.86	84.89	15.83	01.95
Train Recall	72.47	84.83	17.06	85.73	18.30	02.07
Test Recall	74.92	79.45	06.05	83.13	10.96	01.46
Train F1	71.81	85.52	19.09	86.65	20.67	02.33
Test F1	73.33	79.61	08.56	83.22	13.49	02.15

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	74.05	87.56	18.24	88.39	19.37	02.54
Test Accuracy	75.47	81.60	08.12	85.38	13.13	02.89
Train Precision	73.63	89.15	21.08	90.44	22.83	02.86
Test Precision	74.80	80.74	07.94	85.30	14.04	02.23
Train Recall	74.16	85.84	15.75	86.55	16.71	02.03
Test Recall	76.58	79.02	03.19	82.97	08.34	01.46
Train F1	73.72	86.76	17.69	87.59	18.81	02.44
Test F1	74.82	79.69	06.51	83.75	11.94	02.51

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	71.56	85.31	19.21	85.55	19.55	02.57
Test Accuracy	75.47	81.60	08.12	84.91	12.51	01.78
Train Precision	71.26	87.04	22.14	87.04	22.14	02.85
Test Precision	74.62	80.74	08.20	84.39	13.09	01.72
Train Recall	71.79	83.35	16.10	83.94	16.92	02.27
Test Recall	76.31	79.02	03.55	83.24	09.08	01.29
Train F1	71.27	84.28	18.25	84.63	18.75	02.54
Test F1	74.74	79.69	06.62	83.59	11.84	01.65

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.61	87.68	12.98	87.80	13.13	02.30
Test Accuracy	76.89	83.96	09.19	85.38	11.04	02.70
Train Precision	77.01	89.15	15.76	89.66	16.43	02.69
Test Precision	75.33	83.32	10.61	85.30	13.24	02.21
Train Recall	76.99	86.02	11.73	86.12	11.86	02.02
Test Recall	76.36	81.69	06.98	82.81	08.45	01.43
Train F1	77.00	86.91	12.87	87.03	13.03	02.27
Test F1	75.69	82.35	08.80	83.75	10.65	02.36

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.37	87.68	13.33	88.39	14.24	02.46
Test Accuracy	77.83	83.49	07.27	84.43	08.48	02.28
Train Precision	76.76	88.80	15.69	90.55	17.97	02.83
Test Precision	76.61	82.40	07.56	84.20	09.91	01.78
Train Recall	76.90	86.17	12.05	86.54	12.54	02.25
Test Recall	78.18	81.85	04.69	82.60	05.65	01.31
Train F1	76.83	86.98	13.21	87.57	13.98	02.48
Test F1	76.97	82.10	06.66	83.03	07.87	02.00

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	71.21	86.26	21.13	86.61	21.63	02.42
Test Accuracy	75.94	82.08	08.09	85.38	12.43	01.35
Train Precision	70.95	87.48	23.30	88.16	24.26	02.87
Test Precision	74.70	81.03	08.47	85.20	14.06	01.56
Train Recall	71.48	84.60	18.35	84.86	18.72	02.31
Test Recall	76.15	79.93	04.96	83.61	09.80	01.27
Train F1	70.93	85.42	20.43	85.75	20.89	02.45
Test F1	75.01	80.40	07.19	84.06	12.07	01.35

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.37	87.56	13.17	88.15	13.93	02.38
Test Accuracy	81.13	82.55	01.75	84.91	04.66	01.82
Train Precision	76.78	88.80	15.66	90.00	17.22	02.80
Test Precision	79.75	81.49	02.18	84.62	06.11	01.59
Train Recall	76.67	85.99	12.16	86.46	12.77	02.12
Test Recall	81.06	80.57	-0.60	82.97	02.36	01.16
Train F1	76.72	86.83	13.18	87.40	13.92	02.36
Test F1	80.20	80.97	00.96	83.49	04.10	01.64

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	75.71	87.80	15.97	88.63	17.07	02.40
Test Accuracy	76.42	81.60	06.78	84.91	11.11	01.64
Train Precision	75.09	89.06	18.60	90.71	20.80	02.79
Test Precision	75.24	80.58	07.10	84.89	12.83	01.61
Train Recall	75.32	86.24	14.50	86.79	15.23	02.24
Test Recall	76.79	79.29	03.26	82.86	07.90	01.19
Train F1	75.18	87.08	15.83	87.84	16.84	02.44
Test F1	75.54	79.82	05.67	83.39	10.39	01.53

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	72.16	85.90	19.04	86.73	20.19	02.40
Test Accuracy	76.89	81.60	06.13	85.85	11.65	01.36
Train Precision	71.64	86.53	20.78	88.54	23.59	02.77
Test Precision	75.42	80.16	06.28	85.99	14.01	01.63
Train Recall	72.06	84.52	17.29	85.08	18.07	02.39
Test Recall	76.63	80.89	05.56	84.25	09.94	01.31
Train F1	71.74	85.17	18.72	85.92	19.77	02.50
Test F1	75.80	80.47	06.16	84.62	11.64	01.38

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	72.63	83.29	14.68	85.55	17.79	02.33
Test Accuracy	76.42	80.66	05.55	83.96	09.87	03.93
Train Precision	72.26	83.20	15.14	86.44	19.62	02.37
Test Precision	75.24	79.23	05.30	83.32	10.74	02.65
Train Recall	72.78	82.28	13.05	84.14	15.61	01.64
Test Recall	76.79	80.42	04.73	82.49	07.42	02.03
Train F1	72.31	82.63	14.27	84.79	17.26	02.10
Test F1	75.54	79.66	05.45	82.66	09.43	03.42

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	73.82	86.02	16.53	86.37	17.00	02.49
Test Accuracy	76.42	82.55	08.02	84.91	11.11	04.12
Train Precision	73.22	86.63	18.31	87.59	19.63	02.47
Test Precision	75.11	81.37	08.33	84.89	13.02	02.81
Train Recall	73.57	84.67	15.09	85.05	15.60	01.70
Test Recall	76.52	80.84	05.65	82.60	07.95	01.97
Train F1	73.34	85.31	16.32	85.69	16.84	02.25
Test F1	75.45	81.08	07.46	83.17	10.23	03.54

FakeNewsNet-politifact_max-vocab=15000_pre=v2_domain_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	69.79	83.29	19.34	84.24	20.70	02.13
Test Accuracy	74.53	81.13	08.86	85.38	14.56	01.44
Train Precision	69.09	83.49	20.84	85.43	23.65	02.49
Test Precision	73.19	79.70	08.89	84.46	15.40	01.55
Train Recall	69.31	82.01	18.32	82.98	19.72	02.02
Test Recall	74.49	80.79	08.46	83.88	12.61	01.26
Train F1	69.17	82.51	19.29	83.50	20.72	02.13
Test F1	73.49	80.11	09.01	84.15	14.51	01.40

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	66.82	84.36	26.25	85.55	28.03	03.24
Test Accuracy	66.98	76.42	14.09	78.77	17.60	02.32
Train Precision	76.68	84.40	10.07	85.34	11.29	01.62
Test Precision	68.33	76.18	11.49	78.02	14.18	01.77
Train Recall	60.84	85.32	40.24	86.27	41.80	04.49
Test Recall	56.74	78.13	37.70	79.99	40.98	04.62
Train F1	57.46	84.26	46.64	85.32	48.49	04.53
Test F1	53.55	75.93	41.79	78.18	45.99	04.40

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	85.31	46.93	88.27	52.03	05.20
Test Accuracy	63.21	77.36	22.39	80.19	26.86	03.40
Train Precision	29.03	85.17	193.39	88.46	204.72	05.02
Test Precision	31.60	76.90	143.35	81.90	159.18	04.11
Train Recall	50.00	86.09	72.18	87.66	75.32	06.66
Test Recall	50.00	78.87	57.74	81.17	62.34	06.19
Train F1	36.73	85.19	131.94	87.84	139.15	07.75
Test F1	38.73	76.83	98.37	78.82	103.51	06.91

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	69.31	82.70	19.32	85.19	22.91	02.20
Test Accuracy	65.57	75.00	14.38	78.77	20.13	02.32
Train Precision	72.25	83.21	15.17	85.42	18.23	01.83
Test Precision	66.23	74.88	13.06	78.21	18.09	02.09
Train Recall	71.69	84.00	17.17	86.34	20.44	02.04
Test Recall	67.40	76.74	13.86	80.26	19.08	02.27
Train F1	69.28	82.65	19.30	85.12	22.86	02.20
Test F1	65.16	74.52	14.36	78.25	20.09	02.30

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	67.77	84.36	24.48	86.61	27.80	04.34
Test Accuracy	66.51	74.06	11.35	80.19	20.57	03.74
Train Precision	76.06	84.53	11.14	86.50	13.73	02.17
Test Precision	67.37	73.93	09.74	79.05	17.34	02.19
Train Recall	62.13	85.43	37.50	86.12	38.61	05.26
Test Recall	56.09	75.73	35.02	79.73	42.15	05.04
Train F1	59.58	84.28	41.46	86.22	44.71	05.60
Test F1	52.55	73.56	39.98	78.20	48.81	05.46

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.18	87.44	50.29	87.56	50.50	05.49
Test Accuracy	63.21	79.72	26.12	80.19	26.86	03.81
Train Precision	79.06	87.06	10.12	87.32	10.45	02.70
Test Precision	31.60	78.22	147.53	78.75	149.21	04.36
Train Recall	50.14	87.22	73.95	87.22	73.95	06.70
Test Recall	50.00	78.06	56.12	79.89	59.78	06.14
Train F1	37.04	87.14	135.26	87.19	135.39	07.67
Test F1	38.73	78.14	101.76	78.59	102.92	06.84

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	67.06	82.58	23.14	84.24	25.62	06.83
Test Accuracy	58.49	75.47	29.03	77.36	32.26	05.79
Train Precision	72.05	83.07	15.29	84.78	17.67	02.88
Test Precision	62.88	76.01	20.88	77.12	22.65	01.95
Train Recall	70.22	83.86	19.42	85.61	21.92	05.64
Test Recall	62.88	77.92	23.92	79.14	25.86	03.93
Train F1	66.83	82.53	23.49	84.20	25.99	07.53
Test F1	58.49	75.15	28.48	76.90	31.48	06.07

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	65.28	84.72	29.78	84.95	30.13	04.63
Test Accuracy	64.15	76.89	19.86	79.72	24.27	04.03
Train Precision	75.74	84.59	11.68	84.59	11.68	02.30
Test Precision	60.89	76.13	25.03	79.58	30.69	02.69
Train Recall	58.97	85.50	44.99	85.50	44.99	05.61
Test Recall	52.89	77.97	47.42	81.01	53.17	05.77
Train F1	54.49	84.59	55.24	84.59	55.24	05.98
Test F1	47.25	76.24	61.35	79.15	67.51	06.11

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	82.70	42.44	87.68	51.02	05.24
Test Accuracy	63.21	73.11	15.66	80.19	26.86	03.47
Train Precision	29.03	83.63	188.08	87.55	201.58	05.13
Test Precision	31.60	74.75	136.55	81.90	159.18	04.16
Train Recall	50.00	84.28	68.56	87.15	74.30	06.68
Test Recall	50.00	76.32	52.64	79.99	59.98	05.90
Train F1	36.73	82.68	125.10	87.30	137.68	07.87
Test F1	38.73	72.94	88.33	78.70	103.20	06.68

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	72.04	81.87	13.65	83.77	16.28	02.14
Test Accuracy	72.17	74.06	02.62	77.83	07.84	01.79
Train Precision	72.61	82.35	13.41	84.05	15.76	01.53
Test Precision	70.96	74.73	05.31	77.96	09.86	01.77
Train Recall	69.18	83.13	20.16	84.92	22.75	02.61
Test Recall	66.47	76.53	15.13	80.05	20.43	03.04
Train F1	69.49	81.82	17.74	83.70	20.45	02.51
Test F1	67.13	73.75	09.86	77.46	15.39	02.57

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	71.80	84.00	16.99	84.83	18.15	04.06
Test Accuracy	67.45	75.47	11.89	78.77	16.78	03.51
Train Precision	73.15	84.06	14.91	84.96	16.14	02.23
Test Precision	67.58	75.23	11.32	78.21	15.73	01.83
Train Recall	73.40	84.97	15.76	85.88	17.00	03.43
Test Recall	68.90	77.11	11.92	80.26	16.49	02.64
Train F1	71.79	83.91	16.88	84.75	18.05	04.27
Test F1	66.92	74.97	12.03	78.25	16.93	03.52

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	63.39	85.78	35.32	86.97	37.20	02.80
Test Accuracy	66.04	77.36	17.14	80.19	21.43	02.30
Train Precision	74.22	85.71	15.48	87.19	17.48	01.50
Test Precision	76.35	76.70	00.46	78.85	03.27	01.54
Train Recall	56.67	86.66	52.92	87.45	54.31	03.70
Test Recall	54.11	78.61	45.28	80.64	49.03	03.90
Train F1	50.63	85.68	69.23	86.58	71.01	03.94
Test F1	47.49	76.76	61.63	79.30	66.98	03.96

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	68.36	82.58	20.80	84.60	23.76	02.27
Test Accuracy	65.57	74.53	13.66	77.83	18.70	01.83
Train Precision	71.26	83.07	16.57	85.14	19.48	01.85
Test Precision	70.24	75.36	07.29	77.96	10.99	01.35
Train Recall	70.72	83.86	18.58	85.95	21.54	02.09
Test Recall	70.35	77.17	09.69	80.05	13.79	01.54
Train F1	68.33	82.53	20.78	84.55	23.74	02.27
Test F1	65.57	74.25	13.24	77.46	18.13	01.77

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	74.53	86.97	16.69	87.80	17.80	01.90
Test Accuracy	76.89	83.02	07.97	84.43	09.81	02.81
Train Precision	77.45	86.86	12.15	87.56	13.05	01.39
Test Precision	76.43	82.38	07.78	83.13	08.77	01.62
Train Recall	71.00	87.83	23.70	88.51	24.66	02.14
Test Recall	72.34	84.69	17.07	85.17	17.74	01.88
Train F1	71.35	86.87	21.75	87.68	22.89	02.07
Test F1	73.37	82.57	12.54	83.63	13.98	02.55

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=150_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.44	87.09	39.48	90.28	44.59	03.15
Test Accuracy	66.98	80.19	19.72	85.85	28.17	02.86
Train Precision	80.36	87.58	08.98	89.93	11.91	01.97
Test Precision	82.84	80.45	-2.89	84.79	02.35	01.73
Train Recall	55.23	88.49	60.22	90.81	64.42	04.10
Test Recall	55.13	82.72	50.05	85.81	55.65	03.11
Train F1	47.24	87.05	84.27	90.16	90.86	04.26
Test F1	48.95	79.89	63.21	84.79	73.22	03.58

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=150_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	75.47	84.36	11.78	87.56	16.02	02.87
Test Accuracy	75.94	83.02	09.32	84.91	11.81	03.12
Train Precision	75.19	83.88	11.56	87.15	15.91	02.49
Test Precision	75.00	81.69	08.92	83.69	11.59	02.11
Train Recall	75.82	84.22	11.08	87.87	15.89	02.54
Test Recall	76.68	82.01	06.95	84.10	09.68	01.84
Train F1	75.22	84.03	11.71	87.37	16.15	02.82
Test F1	75.19	81.84	08.84	83.86	11.53	02.80

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=200_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	75.00	80.81	07.75	88.51	18.01	02.37
Test Accuracy	75.94	76.42	00.63	85.38	12.43	03.36
Train Precision	80.09	82.29	02.75	88.13	10.04	01.69
Test Precision	76.94	78.66	02.24	84.14	09.36	01.95
Train Recall	70.98	82.65	16.44	88.97	25.35	02.63
Test Recall	69.99	80.27	14.69	85.75	22.52	02.38
Train F1	71.19	80.80	13.50	88.35	24.10	02.57
Test F1	71.07	76.31	07.37	84.69	19.16	03.14

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	69.67	87.91	26.18	90.76	30.27	02.91
Test Accuracy	71.70	82.08	14.48	86.32	20.39	02.93
Train Precision	79.16	88.08	11.27	90.36	14.15	02.11
Test Precision	78.59	81.84	04.14	85.24	08.46	01.98
Train Recall	64.19	89.08	38.78	91.06	41.86	03.66
Test Recall	62.34	84.21	35.08	86.45	38.68	02.80
Train F1	62.26	87.85	41.10	90.60	45.52	03.47
Test F1	61.27	81.71	33.36	85.33	39.27	03.10

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=200_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.49	84.48	09.02	86.97	12.23	01.62
Test Accuracy	78.77	81.60	03.59	85.38	08.39	01.34
Train Precision	76.88	84.00	09.26	86.77	12.86	01.65
Test Precision	77.17	80.21	03.94	84.46	09.45	01.42
Train Recall	76.97	84.40	09.65	87.72	13.97	01.78
Test Recall	77.32	81.43	05.32	84.58	09.39	01.19
Train F1	76.92	84.16	09.41	86.85	12.91	01.68
Test F1	77.24	80.65	04.41	84.15	08.95	01.31

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=250_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	79.74	82.82	03.86	89.10	11.74	02.29
Test Accuracy	83.02	74.53	-10.23	85.85	03.41	02.51
Train Precision	79.98	83.92	04.93	88.71	10.92	02.00
Test Precision	82.46	77.14	-6.45	84.59	02.58	01.80
Train Recall	78.08	84.50	08.22	89.51	14.64	02.62
Test Recall	80.41	78.51	-2.36	85.86	06.78	01.99
Train F1	78.62	82.80	05.32	88.94	13.13	02.45
Test F1	81.20	74.45	-8.31	85.08	04.78	02.36

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=250_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	75.71	91.00	20.20	91.71	21.13	02.94
Test Accuracy	82.08	82.55	00.57	85.85	04.59	02.24
Train Precision	77.96	90.60	16.21	91.32	17.14	02.39
Test Precision	81.84	81.52	-0.39	84.71	03.51	01.55
Train Recall	72.57	91.26	25.75	92.07	26.87	03.70
Test Recall	78.86	83.52	05.91	86.66	09.89	02.36
Train F1	73.10	90.84	24.27	91.57	25.27	03.38
Test F1	79.88	81.94	02.58	85.27	06.75	02.32

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=250_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.01	85.31	10.78	86.14	11.86	01.60
Test Accuracy	80.19	83.96	04.70	84.91	05.89	01.18
Train Precision	77.64	84.97	09.44	85.94	10.69	01.55
Test Precision	78.93	82.76	04.85	84.62	07.21	01.37
Train Recall	74.79	84.80	13.38	85.67	14.55	01.82
Test Recall	77.90	82.76	06.24	83.77	07.54	01.11
Train F1	75.37	84.88	12.62	85.74	13.76	01.74
Test F1	78.34	82.76	05.64	83.77	06.93	01.20

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=50_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	77.13	79.15	02.62	86.26	11.84	02.44
Test Accuracy	82.08	73.58	-10.36	83.02	01.15	03.34
Train Precision	79.11	82.02	03.68	86.34	09.14	01.66
Test Precision	82.83	77.04	-6.99	82.83	00.00	01.75
Train Recall	74.27	81.57	09.83	87.30	17.54	02.14
Test Recall	78.05	78.03	-0.03	84.11	07.76	02.22
Train F1	74.91	79.14	05.65	86.18	15.04	02.45
Test F1	79.43	73.55	-7.40	82.39	03.73	03.14

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=50_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	74.29	84.95	14.35	88.86	19.61	02.05
Test Accuracy	72.17	76.89	06.54	84.91	17.65	02.32
Train Precision	79.22	86.30	08.94	88.94	12.27	01.54
Test Precision	72.14	79.34	09.98	84.67	17.37	01.44
Train Recall	70.21	86.81	23.64	89.98	28.16	02.42
Test Recall	65.39	80.91	23.73	87.26	33.45	02.40
Train F1	70.31	84.94	20.81	88.80	26.30	02.30
Test F1	65.88	76.80	16.58	84.60	28.42	02.46

FakeNewsNet-politifact_max-vocab=15000_pre=v2_text_domain_T=50_s=5.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	66.82	78.67	17.73	84.48	26.43	03.09
Test Accuracy	65.09	73.58	13.04	84.91	30.45	04.20
Train Precision	70.60	79.45	12.54	84.16	19.21	02.11
Test Precision	68.24	75.41	10.51	83.63	22.55	02.76
Train Recall	69.55	80.06	15.11	84.99	22.20	02.44
Test Recall	68.91	76.96	11.68	85.11	23.51	02.91
Train F1	66.72	78.63	17.85	84.30	26.35	03.01
Test F1	65.04	73.43	12.90	84.16	29.40	03.95

FakeNewsNet-politifact_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	65.88	80.92	22.83	87.68	33.09	04.89
Test Accuracy	64.15	72.17	12.50	80.66	25.74	03.99
Train Precision	77.75	82.53	06.15	87.60	12.67	02.63
Test Precision	61.42	74.53	21.34	79.40	29.27	02.33
Train Recall	59.56	82.83	39.07	87.11	46.26	05.59
Test Recall	52.62	75.84	44.13	80.53	53.04	05.29
Train F1	55.20	80.92	46.59	87.29	58.13	06.15
Test F1	46.40	72.06	55.30	79.26	70.82	05.77

FakeNewsNet-politifact_num-clauses=5000_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	72.87	84.36	15.77	85.55	17.40	04.34
Test Accuracy	67.45	75.94	12.59	78.30	16.09	03.42
Train Precision	81.44	84.32	03.54	85.09	04.48	02.22
Test Precision	68.38	75.18	09.94	77.19	12.88	01.62
Train Recall	67.97	85.24	25.41	86.01	26.54	04.41
Test Recall	57.64	76.95	33.50	78.77	36.66	03.78
Train F1	67.27	84.25	25.24	85.23	26.70	05.01
Test F1	55.16	75.27	36.46	76.45	38.60	04.41

FakeNewsNet-politifact_text.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	55.69	71.21	27.87	83.18	49.36	03.78
Test Accuracy	48.58	59.43	22.33	75.00	54.38	04.93
Train Precision	66.32	75.28	13.51	83.03	25.20	02.55
Test Precision	58.60	64.77	10.53	74.29	26.77	03.27
Train Recall	60.78	74.03	21.80	83.90	38.04	03.41
Test Recall	56.38	64.43	14.28	76.10	34.98	03.98
Train F1	53.48	71.12	32.98	83.04	55.27	03.97
Test F1	47.46	59.42	25.20	74.30	56.55	04.84

FakeNewsNet-politifact_text_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	43.72	84.72	93.78	86.73	98.38	07.02
Test Accuracy	37.74	73.11	93.72	76.42	102.49	06.79
Train Precision	71.35	84.50	18.43	86.32	20.98	03.60
Test Precision	68.57	71.98	04.97	75.40	09.96	02.56
Train Recall	51.53	85.39	65.71	87.27	69.36	05.81
Test Recall	50.75	73.37	44.57	77.06	51.84	04.36
Train F1	32.89	84.57	157.13	86.53	163.09	07.87
Test F1	28.55	72.17	152.78	75.63	164.90	07.35

FakeNewsNet-politifact_text_domain_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	66.47	83.06	24.96	86.73	30.48	03.64
Test Accuracy	67.45	75.00	11.19	78.77	16.78	03.56
Train Precision	75.59	83.24	10.12	86.31	14.18	02.51
Test Precision	69.22	74.23	07.24	77.57	12.06	02.40
Train Recall	60.50	84.11	39.02	87.00	43.80	04.39
Test Recall	57.38	75.94	32.35	79.19	38.01	04.04
Train F1	57.07	82.97	45.38	86.53	51.62	04.48
Test F1	54.54	74.30	36.23	77.95	42.92	04.31

FakeNewsNet-politifact_text_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	51.18	78.55	53.48	81.87	59.96	06.62
Test Accuracy	40.57	70.75	74.39	77.36	90.68	08.06
Train Precision	65.12	80.04	22.91	81.93	25.81	03.70
Test Precision	50.62	71.01	40.28	76.35	50.83	04.68
Train Recall	57.25	80.35	40.35	82.78	44.59	05.50
Test Recall	50.31	72.58	44.27	78.07	55.18	05.84
Train F1	46.89	78.55	67.52	81.76	74.37	07.14
Test F1	37.07	70.31	89.67	76.61	106.66	08.29

FakeNewsNet-politifact_tweet.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	58.06	44.91	-22.65	58.06	00.00	01.36
Test Accuracy	63.21	38.68	-38.81	63.21	00.00	02.48
Train Precision	54.04	71.61	32.51	71.61	32.51	02.02
Test Precision	31.60	68.75	117.56	68.75	117.56	03.70
Train Recall	50.04	52.55	05.02	52.55	05.02	00.27
Test Recall	50.00	51.49	02.98	51.49	02.98	00.32
Train F1	36.99	35.03	-5.30	36.99	00.00	00.41
Test F1	38.73	30.17	-22.10	38.73	00.00	01.07

FakeNewsNet_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	62.20	74.71	20.11	74.71	20.11	01.83
Test Accuracy	61.23	73.49	20.02	73.49	20.02	01.72
Train Precision	61.18	68.30	11.64	68.30	11.64	01.20
Test Precision	60.91	67.25	10.41	67.28	10.46	00.99
Train Recall	64.96	71.72	10.41	71.88	10.65	01.13
Test Recall	64.65	70.87	09.62	71.43	10.49	00.97
Train F1	59.17	69.28	17.09	69.28	17.09	01.54
Test F1	58.44	68.14	16.60	68.16	16.63	01.38

FakeNewsNet_text.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	49.99	67.97	35.97	71.51	43.05	03.11
Test Accuracy	49.12	66.90	36.20	71.55	45.66	03.10
Train Precision	59.28	66.63	12.40	67.43	13.75	01.36
Test Precision	58.41	65.71	12.50	67.47	15.51	01.39
Train Recall	61.08	72.21	18.22	73.05	19.60	01.86
Test Recall	60.05	71.05	18.32	72.94	21.47	01.88
Train F1	49.61	65.26	31.55	67.67	36.40	02.61
Test F1	48.73	64.15	31.64	67.70	38.93	02.61

FakeNewsNet_text_domain.svg

Metric	Epoch 1	Epoch 100	∆% last	Max	∆% max	Std Dev
Train Accuracy	40.45	73.23	81.04	74.32	83.73	08.91
Test Accuracy	40.26	72.33	79.66	73.75	83.18	08.98
Train Precision	58.31	69.33	18.90	69.85	19.79	02.72
Test Precision	57.90	68.64	18.55	69.58	20.17	02.73
Train Recall	57.22	75.06	31.18	75.52	31.98	04.58
Test Recall	56.92	74.34	30.60	75.45	32.55	04.64
Train F1	40.33	69.70	72.82	70.53	74.88	07.88
Test F1	40.15	68.81	71.38	70.04	74.45	07.96

HateXPlain_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	40.31	40.81	01.24	44.72	10.94	01.17
Test Accuracy	40.69	41.04	00.86	44.44	09.22	01.20
Train Precision	16.56	47.43	186.41	48.90	195.29	03.36
Test Precision	09.30	31.98	243.87	34.15	267.20	03.42
Train Recall	08.87	53.67	505.07	60.22	578.92	08.30
Test Recall	06.12	48.23	688.07	53.04	766.67	07.81
Train F1	08.44	43.66	417.30	47.93	467.89	05.44
Test F1	03.87	35.93	828.42	38.55	896.12	05.05

HateXPlain_num-clauses=5000_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	36.93	41.45	12.24	42.84	16.00	00.94
Test Accuracy	37.39	41.61	11.29	42.43	13.48	00.96
Train Precision	39.19	54.72	39.63	55.51	41.64	03.14
Test Precision	16.81	32.14	91.20	34.10	102.86	02.21
Train Recall	29.03	62.55	115.47	63.80	119.77	04.40
Test Recall	23.20	52.86	127.84	54.26	133.88	04.43
Train F1	27.21	49.14	80.60	49.68	82.58	02.69
Test F1	19.06	36.72	92.65	37.06	94.44	02.53

fake-news-datasets-deception-Celebrity_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	48.75	100.00	105.13	100.00	105.13	08.88
Test Accuracy	54.00	73.00	35.19	76.00	40.74	03.91
Train Precision	44.43	100.00	125.07	100.00	125.07	07.76
Test Precision	52.04	73.25	40.76	77.84	49.58	04.02
Train Recall	49.72	100.00	101.13	100.00	101.13	08.75
Test Recall	50.16	72.26	44.06	76.17	51.85	04.39
Train F1	33.61	100.00	197.53	100.00	197.53	10.48
Test F1	36.95	72.38	95.89	75.96	105.58	06.19

fake-news-datasets-deception-Celebrity_num-clauses=5000_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	49.00	100.00	104.08	100.00	104.08	06.87
Test Accuracy	54.00	70.00	29.63	75.00	38.89	02.83
Train Precision	24.50	100.00	308.16	100.00	308.16	07.28
Test Precision	27.00	69.81	158.56	74.93	177.52	05.42
Train Recall	50.00	100.00	100.00	100.00	100.00	06.78
Test Recall	50.00	69.65	39.30	75.08	50.16	03.10
Train F1	32.89	100.00	204.04	100.00	204.04	08.42
Test F1	35.06	69.70	98.80	74.94	113.75	04.64

fake-news-datasets-deception-Celebrity_p=0.25_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	49.00	100.00	104.08	100.00	104.08	06.09
Test Accuracy	54.00	72.00	33.33	77.00	42.59	03.52
Train Precision	49.50	100.00	102.02	100.00	102.02	04.92
Test Precision	27.00	71.82	166.00	77.45	186.85	04.71
Train Recall	49.99	100.00	100.04	100.00	100.04	06.00
Test Recall	50.00	71.82	43.64	76.29	52.58	03.57
Train F1	33.31	100.00	200.21	100.00	200.21	07.55
Test F1	35.06	71.82	104.85	76.47	118.11	05.04

fake-news-datasets-deception-Election-Day_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	89.73	93.78	04.51	94.72	05.56	01.39
Test Accuracy	89.85	87.59	-2.52	92.11	02.52	01.72
Train Precision	44.86	82.02	82.84	94.99	111.75	11.43
Test Precision	44.92	66.82	48.75	95.09	111.69	10.45
Train Recall	50.00	87.60	75.20	89.56	79.12	12.11
Test Recall	50.00	68.46	36.92	70.28	40.56	05.43
Train F1	47.29	84.50	78.68	85.88	81.60	11.49
Test F1	47.33	67.58	42.78	69.66	47.18	05.94

fake-news-datasets-deception-Election-Day_num-clauses=5000_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	89.73	92.74	03.35	93.50	04.20	01.11
Test Accuracy	89.85	85.34	-5.02	91.35	01.67	03.30
Train Precision	44.86	79.36	76.91	94.91	111.57	07.55
Test Precision	44.92	63.41	41.16	85.59	90.54	07.48
Train Recall	50.00	88.24	76.48	90.05	80.10	10.10
Test Recall	50.00	67.20	34.40	69.83	39.66	04.58
Train F1	47.29	82.96	75.43	83.50	76.57	08.03
Test F1	47.33	64.89	37.10	67.10	41.77	03.57

fake-news-datasets-deception-Election-Day_p=0.25_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	89.73	87.84	-2.11	94.44	05.25	02.55
Test Accuracy	89.85	77.82	-13.39	90.98	01.26	03.87
Train Precision	44.86	72.43	61.46	95.38	112.62	04.75
Test Precision	44.92	59.78	33.08	79.25	76.42	03.58
Train Recall	50.00	90.79	81.58	93.75	87.50	05.71
Test Recall	50.00	69.59	39.18	74.13	48.26	03.30
Train F1	47.29	77.14	63.12	86.94	83.84	04.30
Test F1	47.33	60.89	28.65	65.82	39.07	02.45

fake-news-datasets-deception-FakeNewsAMT_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	49.74	96.35	93.71	98.96	98.95	09.30
Test Accuracy	51.04	50.00	-2.04	58.33	14.28	02.87
Train Precision	24.87	96.59	288.38	98.97	297.95	08.27
Test Precision	25.52	49.70	94.75	75.79	196.98	05.72
Train Recall	50.00	96.37	92.74	98.96	97.92	09.26
Test Recall	50.00	49.72	-0.56	57.58	15.16	02.73
Train F1	33.22	96.35	190.04	98.96	197.89	11.13
Test F1	33.79	48.91	44.75	51.95	53.74	03.16

fake-news-datasets-deception-FakeNewsAMT_num-clauses=5000_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	49.74	92.19	85.34	93.23	87.43	06.53
Test Accuracy	51.04	47.92	-6.11	56.25	10.21	02.89
Train Precision	24.87	92.95	273.74	93.89	277.52	07.08
Test Precision	25.52	47.45	85.93	68.33	167.75	04.48
Train Recall	50.00	92.22	84.44	93.26	86.52	06.50
Test Recall	50.00	47.63	-4.74	55.67	11.34	02.80
Train F1	33.22	92.16	177.42	93.22	180.61	08.07
Test F1	33.79	46.78	38.44	53.00	56.85	02.87

fake-news-datasets-deception-FakeNewsAMT_p=0.25_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	50.00	100.00	100.00	100.00	100.00	07.34
Test Accuracy	51.04	46.88	-8.15	52.08	02.04	02.44
Train Precision	74.93	100.00	33.46	100.00	33.46	04.82
Test Precision	25.52	46.39	81.78	52.55	105.92	04.33
Train Recall	50.26	100.00	98.97	100.00	98.97	07.35
Test Recall	50.00	46.61	-6.78	52.37	04.74	02.41
Train F1	33.79	100.00	195.95	100.00	195.95	08.98
Test F1	33.79	45.88	35.78	51.32	51.88	03.37

hate-speech-dataset_num-clauses=10000_max-vocab=15000_pre=v2_text_T=200_s=15.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	88.02	71.75	-18.48	89.13	01.26	04.94
Test Accuracy	89.04	71.68	-19.50	89.17	00.15	05.08
Train Precision	63.74	61.24	-3.92	71.88	12.77	02.10
Test Precision	65.95	59.74	-9.42	67.04	01.65	01.71
Train Recall	54.82	76.00	38.64	77.47	41.32	04.65
Test Recall	56.31	73.59	30.69	74.96	33.12	04.06
Train F1	55.95	60.32	07.81	68.14	21.79	01.84
Test F1	58.09	58.70	01.05	65.35	12.50	01.81

hate-speech-dataset_num-clauses=5000_max-vocab=15000_pre=v2_text_T=150_s=10.svg

Metric	Epoch 1	Epoch 150	∆% last	Max	∆% max	Std Dev
Train Accuracy	64.28	61.30	-4.64	75.01	16.69	02.41
Test Accuracy	62.04	61.17	-1.40	75.10	21.05	02.44
Train Precision	55.89	59.63	06.69	60.57	08.37	00.81
Test Precision	54.49	58.33	07.05	59.25	08.74	00.74
Train Recall	64.18	74.36	15.86	75.98	18.39	02.14
Test Recall	61.73	72.46	17.38	74.17	20.15	01.99
Train F1	52.33	53.44	02.12	59.21	13.15	01.60
Test F1	49.76	52.18	04.86	58.60	17.77	01.61