Update README.md

README.md

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 # Malaysian STT Whisper format
 
-Up to 15k hours annotated, we done heavy postfilter, postprocessing and post-translation to improve pseudolabeled Whisper Large V3.
+Up to 15k hours annotated, we done heavy postprocessing and post-translation to improve pseudolabeled Whisper Large V3.
 
-Source code at https://github.com/mesolitica/malaysian-dataset/tree/master/speech-to-text-semisupervised/distilled-malaysian-whisper
+## Postprocessing
+
+1. Check repetitive trigrams.
+2. Verify Voice Activity using Silero-VAD.
+3. Verify scores using Force Alignment.
+
+## Post-translation
+
+We use [mesolitica/nanot5-base-malaysian-translation-v2.1](https://huggingface.co/mesolitica/nanot5-base-malaysian-translation-v2.1).
 
 ## Dataset involved
 
-1. Malaysian context, https://huggingface.co/datasets/mesolitica/pseudolabel-malaya-speech-stt-train-whisper-large-v3-timestamp
-2. Malaysian context, https://huggingface.co/datasets/mesolitica/pseudolabel-malaysian-youtube-whisper-large-v3-timestamp
-3. Malay audiobook, https://huggingface.co/datasets/mesolitica/pseudolabel-nusantara-large-v3-timestamp
-4. Singaporean context, https://huggingface.co/datasets/mesolitica/pseudolabel-imda-large-v3-timestamp
-5. Indonesian context, https://huggingface.co/datasets/mesolitica/pseudolabel-indonesian-large-v3-timestamp
-6. Mandarin audio, https://huggingface.co/datasets/mesolitica/pseudolabel-mandarin-large-v3-timestamp
-7. Tamil audio, https://huggingface.co/datasets/mesolitica/pseudolabel-tamil-large-v3-timestamp
-8. Science context, https://huggingface.co/datasets/mesolitica/pseudolabel-science-large-v3-timestamp
-9. Malay sarawak, https://huggingface.co/datasets/malaysia-ai/sarawakmalay-whisper-format
-10. Scripted Malay Daily Use Speech Corpus, https://huggingface.co/datasets/malaysia-ai/scripted-malay-daily-use-speech-corpus-whisper-format
-11. Malay Conversational Speech Corpus, https://huggingface.co/datasets/malaysia-ai/malay-conversational-speech-corpus-whisper-format
-12. Iban, https://huggingface.co/datasets/malaysia-ai/iban-whisper-format
-13. Malay dialects, https://huggingface.co/datasets/mesolitica/pseudolabel-malay-dialects-large-v3-timestamp
+1. [Malaysian context v1](https://huggingface.co/datasets/mesolitica/pseudolabel-malaya-speech-stt-train-whisper-large-v3-timestamp)
+2. [Malaysian context v2](https://huggingface.co/datasets/mesolitica/pseudolabel-malaysian-youtube-whisper-large-v3-timestamp)
+3. [Malay audiobook](https://huggingface.co/datasets/mesolitica/pseudolabel-nusantara-large-v3-timestamp)
+4. [Singaporean context](https://huggingface.co/datasets/mesolitica/pseudolabel-imda-large-v3-timestamp)
+5. [Indonesian context](https://huggingface.co/datasets/mesolitica/pseudolabel-indonesian-large-v3-timestamp)
+6. [Mandarin audio](https://huggingface.co/datasets/mesolitica/pseudolabel-mandarin-large-v3-timestamp)
+7. [Tamil audio](https://huggingface.co/datasets/mesolitica/pseudolabel-tamil-large-v3-timestamp)
+8. [Science context](https://huggingface.co/datasets/mesolitica/pseudolabel-science-large-v3-timestamp)
+9. [Malay sarawak](https://huggingface.co/datasets/malaysia-ai/sarawakmalay-whisper-format)
+10. [Scripted Malay Daily Use Speech Corpus](https://huggingface.co/datasets/malaysia-ai/scripted-malay-daily-use-speech-corpus-whisper-format)
+11. [Malay Conversational Speech Corpus](https://huggingface.co/datasets/malaysia-ai/malay-conversational-speech-corpus-whisper-format)
+12. [Iban](https://huggingface.co/datasets/malaysia-ai/iban-whisper-format)
+13. [Malay dialects](https://huggingface.co/datasets/mesolitica/pseudolabel-malay-dialects-large-v3-timestamp)
+
+## Source code
+
+Source code at https://github.com/mesolitica/malaysian-dataset/tree/master/speech-to-text-semisupervised/distilled-malaysian-whisper