Ireland news headlines — word gap prediction

Predict the masked word given text and year. [ver. 1.0.3]

# submitter when ver. description dev-0 PerplexityHashed test-A PerplexityHashed
7 p/tlen 2021-11-11 08:42 1.0.2 RoBERTa base trained from scratch (with year) temporal roberta roberta-base no-pretrained 46.6 46.0
9 p/tlen 2021-11-09 06:04 1.0.2 RoBERTa base trained from scratch (without year) roberta roberta-base no-temporal no-pretrained 91.7 90.8
2 p/tlen 2021-11-09 06:02 1.0.2 RoBERTa base finetuned (with year) temporal roberta fine-tuned roberta-base 22.2 21.6
1 p/tlen 2021-11-08 08:16 1.0.2 RoBERTa base finetuned (with year) temporal roberta fine-tuned roberta-base 22.2 21.6
3 p/tlen 2021-11-08 08:00 1.0.2 RoBERTa base finetuned (without year) roberta fine-tuned roberta-base 23.1 22.6
4 kubapok 2021-11-04 10:18 1.0.2 roberta_ft 23.7 23.3
5 kubapok 2021-11-02 09:54 1.0.1 roberta_with_year_from_scratch 33.5 33.3
6 kubapok 2021-10-29 13:25 1.0.1 regular_roberta_from_scratch 35.1 34.7
8 kubapok 2021-10-29 11:17 1.0.2 roberta base no ft 52.3 51.0
10 kubapok 2021-10-27 12:55 1.0.2 same probability baseline 1024.0 1024.0