readme: fix link reference for ByT5 embedding implementation
Browse files
README.md
CHANGED
|
@@ -27,7 +27,7 @@ The following NEs were annotated: `loc`, `org`, `pers`, `prod`, `time` and `comp
|
|
| 27 |
|
| 28 |
# ⚠️ Inference Widget ⚠️
|
| 29 |
|
| 30 |
-
Fine-Tuning ByT5 models in Flair is currently done by implementing an own [`ByT5Embedding`][
|
| 31 |
|
| 32 |
This class needs to be present when running the model with Flair.
|
| 33 |
|
|
@@ -35,7 +35,7 @@ Thus, the inference widget is not working with hmByT5 at the moment on the Model
|
|
| 35 |
|
| 36 |
This should be fixed in future, when ByT5 fine-tuning is supported in Flair directly.
|
| 37 |
|
| 38 |
-
[
|
| 39 |
|
| 40 |
# Results
|
| 41 |
|
|
@@ -53,28 +53,28 @@ And report micro F1-score on development set:
|
|
| 53 |
| bs8-e10-lr0.00016 | [0.7607][11] | [0.7736][12] | [0.7567][13] | [0.756][14] | [0.746][15] | 75.86 ± 0.89 |
|
| 54 |
| bs4-e10-lr0.00015 | [0.7541][16] | [0.7466][17] | [0.7575][18] | [0.7579][19] | [0.7599][20] | 75.52 ± 0.47 |
|
| 55 |
|
| 56 |
-
[1]: https://hf.co/
|
| 57 |
-
[2]: https://hf.co/
|
| 58 |
-
[3]: https://hf.co/
|
| 59 |
-
[4]: https://hf.co/
|
| 60 |
-
[5]: https://hf.co/
|
| 61 |
-
[6]: https://hf.co/
|
| 62 |
-
[7]: https://hf.co/
|
| 63 |
-
[8]: https://hf.co/
|
| 64 |
-
[9]: https://hf.co/
|
| 65 |
-
[10]: https://hf.co/
|
| 66 |
-
[11]: https://hf.co/
|
| 67 |
-
[12]: https://hf.co/
|
| 68 |
-
[13]: https://hf.co/
|
| 69 |
-
[14]: https://hf.co/
|
| 70 |
-
[15]: https://hf.co/
|
| 71 |
-
[16]: https://hf.co/
|
| 72 |
-
[17]: https://hf.co/
|
| 73 |
-
[18]: https://hf.co/
|
| 74 |
-
[19]: https://hf.co/
|
| 75 |
-
[20]: https://hf.co/
|
| 76 |
-
|
| 77 |
-
The [training log](training.log) and TensorBoard logs are also uploaded to the model hub.
|
| 78 |
|
| 79 |
More information about fine-tuning can be found [here](https://github.com/stefan-it/hmBench).
|
| 80 |
|
|
|
|
| 27 |
|
| 28 |
# ⚠️ Inference Widget ⚠️
|
| 29 |
|
| 30 |
+
Fine-Tuning ByT5 models in Flair is currently done by implementing an own [`ByT5Embedding`][0] class.
|
| 31 |
|
| 32 |
This class needs to be present when running the model with Flair.
|
| 33 |
|
|
|
|
| 35 |
|
| 36 |
This should be fixed in future, when ByT5 fine-tuning is supported in Flair directly.
|
| 37 |
|
| 38 |
+
[0]: https://github.com/stefan-it/hmBench/blob/main/byt5_embeddings.py
|
| 39 |
|
| 40 |
# Results
|
| 41 |
|
|
|
|
| 53 |
| bs8-e10-lr0.00016 | [0.7607][11] | [0.7736][12] | [0.7567][13] | [0.756][14] | [0.746][15] | 75.86 ± 0.89 |
|
| 54 |
| bs4-e10-lr0.00015 | [0.7541][16] | [0.7466][17] | [0.7575][18] | [0.7579][19] | [0.7599][20] | 75.52 ± 0.47 |
|
| 55 |
|
| 56 |
+
[1]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-1
|
| 57 |
+
[2]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-2
|
| 58 |
+
[3]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-3
|
| 59 |
+
[4]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-4
|
| 60 |
+
[5]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-5
|
| 61 |
+
[6]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-1
|
| 62 |
+
[7]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-2
|
| 63 |
+
[8]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-3
|
| 64 |
+
[9]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-4
|
| 65 |
+
[10]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-5
|
| 66 |
+
[11]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-1
|
| 67 |
+
[12]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-2
|
| 68 |
+
[13]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-3
|
| 69 |
+
[14]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-4
|
| 70 |
+
[15]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs8-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-5
|
| 71 |
+
[16]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-1
|
| 72 |
+
[17]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-2
|
| 73 |
+
[18]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-3
|
| 74 |
+
[19]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-4
|
| 75 |
+
[20]: https://hf.co/stefan-it/hmbench-hipe2020-de-hmbyt5-bs4-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-5
|
| 76 |
+
|
| 77 |
+
The [training log](training.log) and TensorBoard logs (only for hmByT5 and hmTEAMS based models) are also uploaded to the model hub.
|
| 78 |
|
| 79 |
More information about fine-tuning can be found [here](https://github.com/stefan-it/hmBench).
|
| 80 |
|