Update README.md

README.md

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----
-license: mit
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+---
+license: mit
+task_categories:
+- text2text-generation
+language:
+- ml
+size_categories:
+- 1K<n<10K
+---
+
+# Romanized to Native Malayalam Script Transliteration
+
+Shared-Task code submitted to [IndoNLP Workshop](https://indonlp-workshop.github.io/IndoNLP-Workshop/) colocated with [COLING 2025](https://coling2025.org/), in Abu Dhabi, UAE.
+
+The training notebook shows the [code](https://github.com/VRCLC-DUK/ml-en-transliteration).
+
+## Training
+
+Data derived from:
+
+1. Dakshina
+    1. [Romanized](https://huggingface.co/datasets/vrclc/Dakshina-romanized-ml) - 186 thousand  word transliteration pairs
+    2. [Lexicons] (https://huggingface.co/datasets/vrclc/dakshina-lexicons-ml) - 58.4 thousand lexicon entries
+2. [Aksharantar](https://huggingface.co/datasets/vrclc/Aksharantar-ml) - 4.3 million word transliteration pairs
+
+
+## RESULT
+
+We present the evaluation scores averaged over the two test datsets shared by the task organizers.
+
+
+| **Dataset**   | **CER (%)** | **WER (%)** | **BLEU (%)** |
+|---------------|-------------|-------------|--------------|
+| Test Set-1    | 7.4         | 34.5        | 32.7         |
+| Test Set-2    | 22.7        | 66.9        | 7.5          |
+
+### Test Set-1
+
+
+![Distribition of Evaluation Scores on Test Set-1](test-1.png "Distribition of Evaluation Scores on Test Set-1")
+
+### Test Set-2
+
+
+![Distribition of Evaluation Scores on Test Set-2](test-2.png "Distribition of Evaluation Scores on Test Set-2")