Update README.md

README.md

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 | [![Model size](https://img.shields.io/badge/Params-114M-lightgrey#model-badge)](#model-architecture)
 | [![Language](https://img.shields.io/badge/Language-th-lightgrey#model-badge)](#datasets)
 
-**Typhoon ASR Real-Time** is a next-generation, open-source Automatic Speech Recognition (ASR) model built specifically for real-world streaming applications in the Thai language. It is designed to deliver fast and accurate transcriptions while running efficiently on standard CPUs. This enables users to host their own ASR service, reducing costs and avoiding the need to send sensitive data to third-party cloud services..
+**Typhoon ASR Real-Time** is a next-generation, open-source Automatic Speech Recognition (ASR) model built specifically for real-world streaming applications in the Thai language. It is designed to deliver fast and accurate transcriptions while running efficiently on standard CPUs. This enables users to host their own ASR service, reducing costs and avoiding the need to send sensitive data to third-party cloud services.
 The model is trained on 10,000 hours of Thai audio transcriptions to help it generalize to any environments.
 
 The model is based on [NVIDIA's FastConformer Transducer model](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/models.html#fast-conformer), which is optimized for low-latency, real-time performance.