Update README.md

README.md

@@ -159,14 +159,14 @@ The following table contains test results on the HuggingFace model in comparison
  
 | Task  | Metric                 | Result                                                                          |                                                                           | Training time |          |
 | ----- | ---------------------- | ------------------------------------------------------------------------------- | ------------------------------------------------------------------------- | ------------- | -------- |
-|       |                        | Bert                                                                            | FNet                                                                      | Bert          | FNet     |
+|       |                        | Bert (PyTorch) - Reproduced                                                                            | FNet (PyTorch) - Reproduced                                                                | Bert          | FNet     |
 | MNLI  | Accuracy               | [84.10](https://huggingface.co/gchhablani/bert-base-cased-finetuned-mnli)       | [76.75](https://huggingface.co/gchhablani/fnet-base-finetuned-mnli)       | 09:52:33      | 06:40:55 |
-| QQP   | mean(Accuracy,F1)            | [90.84/87.68](https://huggingface.co/gchhablani/bert-base-cased-finetuned-qqp)  | [88.47/84.66](https://huggingface.co/gchhablani/fnet-base-finetuned-qqp)  | 09:25:01      | 06:21:16 |
+| QQP   | mean(Accuracy,F1)            | [89.26](https://huggingface.co/gchhablani/bert-base-cased-finetuned-qqp)  | [86.5](https://huggingface.co/gchhablani/fnet-base-finetuned-qqp)  | 09:25:01      | 06:21:16 |
 | QNLI  | Accuracy               | [90.99](https://huggingface.co/gchhablani/bert-base-cased-finetuned-qnli)       | [84.39](https://huggingface.co/gchhablani/fnet-base-finetuned-qnli)       | 02:40:22      | 01:48:22 |
 | SST-2 | Accuracy               | [92.32](https://huggingface.co/gchhablani/bert-base-cased-finetuned-sst2)       | [89.45](https://huggingface.co/gchhablani/fnet-base-finetuned-sst2)       | 01:42:17      | 01:09:27 |
 | CoLA  | Matthews corr          | [59.57](https://huggingface.co/gchhablani/bert-base-cased-finetuned-cola)       | [35.94](https://huggingface.co/gchhablani/fnet-base-finetuned-cola)       | 14:20         | 09:47    |
 | STS-B | Spearman corr. | [89.26/88.98](https://huggingface.co/gchhablani/bert-base-cased-finetuned-stsb) | [82.56/82.19](https://huggingface.co/gchhablani/fnet-base-finetuned-stsb) | 10:24         | 07:09    |
-| MRPC  | mean(F1/Accuracy)           | [90.26/86.03](https://huggingface.co/gchhablani/bert-base-cased-finetuned-mrpc) | [85.02/77.21](https://huggingface.co/gchhablani/fnet-base-finetuned-mrpc) | 11:12         | 07:48    |
+| MRPC  | mean(F1/Accuracy)           | [88.15](https://huggingface.co/gchhablani/bert-base-cased-finetuned-mrpc) | [81.15](https://huggingface.co/gchhablani/fnet-base-finetuned-mrpc) | 11:12         | 07:48    |
 | RTE   | Accuracy               | [67.15](https://huggingface.co/gchhablani/bert-base-cased-finetuned-qnli)       | [62.82](https://huggingface.co/gchhablani/fnet-base-finetuned-qnli)       | 04:51         | 03:24    |
 | WNLI  | Accuracy               | [46.48](https://huggingface.co/gchhablani/bert-base-cased-finetuned-wnli)       | [54.93](https://huggingface.co/gchhablani/fnet-base-finetuned-wnli)       | 03:23         | 02:37    |