Update README.md

README.md

@@ -92,18 +92,18 @@ In general, model would be trained on `train_all`, the most representative train
 
 ### Models
 
-| model                                                                                                                                                       | training data     |        F1 |   F1 (macro) |   Accuracy |
-|:------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------|----------:|-------------:|-----------:|
-| [cardiffnlp/roberta-large-tweet-topic-single-all](https://huggingface.co/cardiffnlp/roberta-large-tweet-topic-single-all)                                   | all (2020 + 2021) | 0.0702894 |    0.0448345 |  0.0702894 |
-| [cardiffnlp/roberta-base-tweet-topic-single-all](https://huggingface.co/cardiffnlp/roberta-base-tweet-topic-single-all)                                     | all (2020 + 2021) | 0.105139  |    0.0317121 |  0.105139  |
-| [cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-all](https://huggingface.co/cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-all)   | all (2020 + 2021) | 0.0313054 |    0.0116821 |  0.0313054 |
-| [cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-all](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-all)     | all (2020 + 2021) | 0.396338  |    0.0946136 |  0.396338  |
-| [cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-all](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-all)     | all (2020 + 2021) | 0.149439  |    0.0739154 |  0.149439  |
-| [cardiffnlp/roberta-large-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/roberta-large-tweet-topic-single-2020)                                 | 2020 only         | 0.0478441 |    0.0162973 |  0.0478441 |
-| [cardiffnlp/roberta-base-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/roberta-base-tweet-topic-single-2020)                                   | 2020 only         | 0.0519787 |    0.0164701 |  0.0519787 |
-| [cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-2020) | 2020 only         | 0.0519787 |    0.0164701 |  0.0519787 |
-| [cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-2020)   | 2020 only         | 0.105139  |    0.0317121 |  0.105139  |
-| [cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-2020)   | 2020 only         | 0.105139  |    0.0357851 |  0.105139  |
+| model                                                                                                                                                       | training data     |       F1 |   F1 (macro) |   Accuracy |
+|:------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------|---------:|-------------:|-----------:|
+| [cardiffnlp/roberta-large-tweet-topic-single-all](https://huggingface.co/cardiffnlp/roberta-large-tweet-topic-single-all)                                   | all (2020 + 2021) | 0.896043 |     0.800061 |   0.896043 |
+| [cardiffnlp/roberta-base-tweet-topic-single-all](https://huggingface.co/cardiffnlp/roberta-base-tweet-topic-single-all)                                     | all (2020 + 2021) | 0.887773 |     0.79793  |   0.887773 |
+| [cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-all](https://huggingface.co/cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-all)   | all (2020 + 2021) | 0.892499 |     0.774494 |   0.892499 |
+| [cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-all](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-all)     | all (2020 + 2021) | 0.890136 |     0.776025 |   0.890136 |
+| [cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-all](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-all)     | all (2020 + 2021) | 0.894861 |     0.800952 |   0.894861 |
+| [cardiffnlp/roberta-large-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/roberta-large-tweet-topic-single-2020)                                 | 2020 only         | 0.878913 |     0.70565  |   0.878913 |
+| [cardiffnlp/roberta-base-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/roberta-base-tweet-topic-single-2020)                                   | 2020 only         | 0.868281 |     0.729667 |   0.868281 |
+| [cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-2020) | 2020 only         | 0.882457 |     0.740187 |   0.882457 |
+| [cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-2020)   | 2020 only         | 0.87596  |     0.746275 |   0.87596  |
+| [cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-2020](https://huggingface.co/cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-2020)   | 2020 only         | 0.877732 |     0.746119 |   0.877732 |
 
 Model fine-tuning script can be found [here](https://huggingface.co/datasets/cardiffnlp/tweet_topic_single/blob/main/lm_finetuning.py).