.

README.md

@@ -236,9 +236,9 @@ language:
   | Device Name       | float32 (Original)   | float16 | CudaCores | TensorCores |
   | ----------------- | -------------------- | ------- | --------- | ----------- |
   | 3060              | 1.7                  | 1.1     | 3,584     | 112         |
-  | 1660 Super        | OOM                  | 3.3     | 1,408     | -           |
+  | 1660 Super        | OOM                  | 3.3     | 1,408     | N/A         |
   | Collab (Tesla T4) | 2.8                  | 2.2     | 2,560     | 320         |
-  | Collab (CPU)      | 35                   | -       | -         | -           |
+  | Collab (CPU)      | 35                   | N/A     | N/A       | N/A         |
   | M1 (CPU)          | -                    | -       | -         | -           |
   | M1 (GPU -> 'mps') | -                    | -       | -         | -           |
   
@@ -255,11 +255,11 @@ language:
 - **WIP: Word Information Preserved**
 - **CER: Character Error Rate**
 
-### Hindi (test.tsv -> 2557 samples used) [Common Voice 14.0](https://commonvoice.mozilla.org/en/datasets)
-  |                   | WER                  | MER     | WIL       | WIP         | CER   |
-  | ----------------- | -------------------- | ------- | --------- | ----------- | ----- |
-  | Original_Model    | -                    | -       | -         | -           | -     |
-  | This_Model        | 54.97                | 47.86   | 66.83     | 33.16       | 30.23 |
+### Hindi (test.tsv -> 2557 samples used) [Common Voice 14.0](https://huggingface.co/datasets/mozilla-foundation/common_voice_14_0)
+  |                         | WER                  | MER     | WIL       | WIP         | CER   |
+  | ----------------------- | -------------------- | ------- | --------- | ----------- | ----- |
+  | Original_Model (54 min) | 52.02                | 47.86   | 66.82     | 33.17       | 23.76 |
+  | This_Model (38 min)     | 54.97                | 47.86   | 66.83     | 33.16       | 30.23 |
 
 ### English (LibriSpeech -> test-clean -> __ samples used) [LibriSpeech](https://huggingface.co/datasets/librispeech_asr)
   |                   | WER                  | MER     | WIL       | WIP         | CER |
@@ -275,8 +275,8 @@ language:
 
 - **'jiwer' library is used for calculations**
 
-## Code:
-  - ### [$\textbf{Will be soon Uploaded on Github}$ ](https://github.com/devasheeshG)
+## Code for conversion:
+  - ### [Will be soon Uploaded on Github](https://github.com/devasheeshG)
 
 ## Usage
 A file ``__init__.py`` is contained inside this repo which contains all the code to use this model.