Update README.md

README.md

@@ -42,32 +42,32 @@ Please cite our paper when using SSA-HuBERT-base-60k model:
 ```
 
 ## Results
-The following results are obtained in a greedy mode (no language model rescoring).    
+The following results are obtained in a greedy mode **(no language model rescoring)**.    
 Character error rates (CERs) and Word error rates (WERs) are given in the table below, on the 20 languages of the SSA subpart of the FLEURS dataset.
 
-| **Language**      | **CER**   | **WER**   |
-| :----------------- | :--------- | :--------- |
-| **Afrikaans**     | 23.3      | 68.4      |
-| **Amharic**       | 15.9      | 52.7      |
-| **Fula**          | 21.2      | 61.9      |
-| **Ganda**         | 11.5      | 52.8      |
-| **Hausa**         | 10.5      | 32.5      |
-| **Igbo**          | 19.7      | 57.5      |
-| **Kamba**         | 16.1      | 53.9      |
-| **Lingala**       | 8.7       | 24.7      |
-| **Luo**           | 9.9       | 38.9      |
-| **Northen-Sotho** | 13.5      | 43.2      |
-| **Nyanja**        | 13.3      | 54.2      |
-| **Oromo**         | 22.8      | 78.1      |
-| **Shona**         | 11.6      | 50.2      |
-| **Somali**        | 21.6      | 64.9      |
-| **Swahili**       | 7.1       | 23.8      |
-| **Umbundu**       | 21.7      | 61.7      |
-| **Wolof**         | 19.4      | 55.0      |
-| **Xhosa**         | 11.9      | 51.6      |
-| **Yoruba**        | 24.3      | 67.5      |
-| **Zulu**          | 12.2      | 53.4      |
-| *Overall average* | *15.8*    | *52.3*    |
+| **Language**      | **CER**   | **CER (joint finetuning)**   | **WER**   | **WER (joint finetuning)**   |
+| :----------------- | :--------- | :--------- | :--------- | :--------- |
+| **Afrikaans**     | 23.3      | 20.3 | 68.4      | 62.6 | 
+| **Amharic**       | 15.9      | 14.9 | 52.7      | 49.0 |
+| **Fula**          | 21.2      | 17.8 | 61.9      | 56.4 |
+| **Ganda**         | 11.5      | 10.7 | 52.8      | 50.3 |
+| **Hausa**         | 10.5      |  9.0 | 32.5      | 29.4 |
+| **Igbo**          | 19.7      | 17.2 | 57.5      | 52.9 |
+| **Kamba**         | 16.1      | 15.6 | 53.9      | 53.7 |
+| **Lingala**       | 8.7       |  6.9 | 24.7      | 20.9 |
+| **Luo**           | 9.9       |  8.2 | 38.9      | 34.9 |
+| **Northen-Sotho** | 13.5      | 11.7 | 43.2      | 38.9 |
+| **Nyanja**        | 13.3      | 10.9 | 54.2      | 48.3 |
+| **Oromo**         | 22.8      | 20.1 | 78.1      | 74.8 |
+| **Shona**         | 11.6      |  8.3 | 50.2      | 39.3 |
+| **Somali**        | 21.6      | 19.7 | 64.9      | 60.3 |
+| **Swahili**       | 7.1       |  5.5 | 23.8      | 20.3 |
+| **Umbundu**       | 21.7      | 18.8 | 61.7      | 54.2 |
+| **Wolof**         | 19.4      | 17.0 | 55.0      | 50.7 |
+| **Xhosa**         | 11.9      |  9.9 | 51.6      | 45.9 |
+| **Yoruba**        | 24.3      | 23.5 | 67.5      | 65.7 |
+| **Zulu**          | 12.2      |  9.6 | 53.4      | 44.9 |
+| *Overall average* | *15.8*    | *13.8* | *52.3*    | *47.7* |
 
 
 ## Reproductibilty