Ireland news headlines

Predict the headline category given headine text and year Start Date: 1996-01-01 End Date: 2019-12-31 [ver. 1.0.2]

# submitter when ver. description dev-0 Accuracy test-A Accuracy test-B Accuracy
25 kubapok 2023-11-16 15:58 1.0.2 most common value in train 50.94 51.10 38.27
13 kubapok 2023-11-16 15:49 1.0.2 tfidf + lr 72.48 72.17 73.17
49 kubapok 2022-07-11 15:39 1.0.2 roberta_year_as_text_better_finetunning_scientific_representation 87.99 87.79 N/A
7 s478855 2022-06-15 08:33 1.0.2 s478855 ready-made 76.16 76.10 76.97
15 s478815 2022-06-14 21:08 1.0.2 478815 ready-made 70.84 70.63 72.33
20 Martyna Druminska 2022-06-07 20:49 1.0.2 ok ready-made 65.08 64.75 63.82
23 Martyna Druminska 2022-06-07 16:05 1.0.2 new ready-made 52.92 52.97 44.22
14 s478839 2022-06-07 15:51 1.0.2 s478839 ready-made 71.14 70.95 72.75
11 Jakub Eichner 2022-06-07 13:45 1.0.2 s478874 ready-made 71.75 71.53 73.73
19 s478873 2022-06-06 23:02 1.0.2 s478873 ready-made 67.83 67.62 67.89
10 [anonymized] 2022-05-31 22:15 1.0.2 s478841 ready-made 71.75 71.53 73.73
12 Cezary 2022-05-31 15:04 1.0.2 s470623 ready-made 71.70 71.42 73.61
16 s443930 2022-05-28 19:48 1.0.2 s443930 ready-made 73.21 73.11 70.22
21 [anonymized] 2022-05-27 19:35 1.0.2 444421 ready-made 65.06 64.76 62.92
22 s444465 2022-05-26 21:37 1.0.2 Solution s444465 ready-made 65.68 65.58 62.81
9 ked 2022-05-19 18:58 1.0.2 s449288 - vowpal wabbit ready-made 71.83 71.54 73.81
17 kubapok 2022-02-21 08:10 1.0.2 roberta_year_as_text_better_finetunning 1k trainset 68.60 68.26 68.43
6 kubapok 2022-02-20 21:09 1.0.2 roberta_year_as_text_better_finetunning 10k trainset 77.43 77.24 78.26
4 kubapok 2022-02-20 08:55 1.0.2 roberta_year_as_text_better_finetunning 100k trainset 83.80 83.47 84.73
18 kubapok 2022-02-19 09:17 1.0.2 roberta_no_year_better_finetunning 1k trainset 68.15 68.03 68.33
8 kubapok 2022-02-18 11:30 1.0.2 roberta_no_year_better_finetunning 10k trainset 74.03 73.50 76.52
5 kubapok 2022-02-17 14:29 1.0.2 roberta_no_year_better_finetunning 100k trainset 78.22 77.71 82.03
48 kubapok 2022-02-17 14:28 1.0.2 merge 78.22 77.71 N/A
2 kubapok 2021-11-14 22:48 1.0.2 roberta_year_as_text_better_finetunning_only_year_testB N/A N/A 87.49
3 kubapok 2021-11-14 14:24 1.0.2 roberta_no_year_better_finetunning for test-B 84.68 84.46 85.99
1 kubapok 2021-11-14 13:45 1.0.2 roberta_year_as_text_better_finetunning for test B 84.68 84.46 87.79
24 kubapok 2021-11-13 22:12 1.0.2 most frequent from train for test B 84.68 84.46 38.27
47 kubapok 2021-10-25 20:52 1.0.0 roberta_year_as_text_better_finetunning_only_weekday 84.68 84.46 N/A
46 kubapok 2021-10-23 16:00 1.0.0 roberta_year_as_text_better_finetunning_only_day roberta 82.99 82.66 N/A
45 kubapok 2021-10-21 21:18 1.0.0 roberta_year_as_text_better_finetunning_only_month roberta 83.00 82.72 N/A
44 kubapok 2021-10-20 20:37 1.0.0 roberta_year_as_text_better_finetunning_only_year roberta 86.00 85.90 N/A
43 kubapok 2021-10-20 09:50 1.0.1 roberta_year_as_token_everywhere_from_scratch_better_finetunning roberta 82.08 81.96 N/A
42 kubapok 2021-10-19 08:47 1.0.0 roberta_year_as_token_everywhere_better_finetunning roberta 87.06 86.82 N/A
41 kubapok 2021-10-18 15:30 1.0.1 roberta_year_as_token_from_scratch_better_finetunning roberta 83.39 83.24 N/A
40 kubapok 2021-10-15 12:36 1.0.1 roberta_year_as_text_from_scratch roberta 83.30 83.16 N/A
39 kubapok 2021-10-14 09:42 1.0.1 roberta no year from scratch better finetuning roberta 77.98 77.88 N/A
38 kubapok 2021-10-07 06:56 1.0.1 roberta_year_as_text_better_finetunning roberta 88.03 87.84 N/A
37 kubapok 2021-10-05 17:16 1.0.1 roberta_year_as_token_better_finetunning roberta 87.79 87.65 N/A
36 kubapok 2021-10-04 15:29 1.0.0 t5 v1.1. 5.93 epochs 79.45 79.30 N/A
35 kubapok 2021-10-04 08:33 1.0.0 t5 v1.1 3 epochs 79.88 79.77 N/A
34 kubapok 2021-10-01 11:21 1.0.0 t5 no year 3 epochs 78.81 78.57 N/A
33 kubapok 2021-09-30 14:18 1.0.0 roberta year from scratch 78.23 78.02 N/A
32 kubapok 2021-09-30 12:02 1.0.1 roberta no year better finetunning roberta 82.78 82.35 N/A
31 kubapok 2021-09-25 14:40 1.0.0 roberta no year from scratch roberta 75.76 75.44 N/A
30 kubapok 2021-09-20 07:05 1.0.0 roberta finetunning temp embedding 1 epoch after 1 epoch without embedding roberta 80.11 75.03 N/A
29 kubapok 2021-09-19 09:15 1.0.0 roberta finetunning temp embedding 1 epoch roberta 77.98 73.26 N/A
28 kubapok 2021-09-18 07:53 1.0.0 roberta base with no year emb roberta 78.93 78.57 N/A
27 kubapok 2021-07-11 06:35 1.0.0 roberta base finetuned roberta 79.56 79.18 N/A
26 kubapok 2021-07-06 08:42 1.0.1 most common value in train baseline 50.94 51.10 N/A