Table 24.
Rank | Observed 2019 | Observed 2020 | Prediction 2021 | Prediction 2022 | Prediction 2023 | Prediction 2024 | Prediction 2025 |
---|---|---|---|---|---|---|---|
1 | Dataset | Dataset | Dataset | Dataset | Dataset | Dataset | Dataset |
2 | Embedding | Embedding | Embedding | Embedding | BERT | BERT | BERT |
3 | Encoder | BERT | BERT | BERT | Embedding | Embedding | Embedding |
4 | LSTM | Annotation | Encoder | Annotation | Encoder | Annotation | Transformer |
5 | Decoder | Encoder | Transformer | Encoder | Transformer | Transformer | Encoder |
6 | LM | LM | LM | transformer | LM | Encoder | LM |
7 | Metric | Transformer | Annotation | LM | Annotation | LM | Annotation |
8 | BERT | SR | Metric | Metric | Metric | Metric | Metric |
9 | SR | Metric | SR | SR | SR | SR | SR |
10 | Annotation | LSTM | Decoder | Decoder | Decoder | Annotator | Decoder |
Predictions are marked in green.