Update README.md

README.md

@@ -11,7 +11,7 @@ language:
 
 # PhoASR-whisper-small: Vietnamese Automatic Speech Recognition - A Revisit
 
-> We introduce `PhoASR-whisper-small`, a Vietnamese automatic speech recognition model obtained by fine-tuning the multilingual `whisper-small` on a 3000-hour dataset (`PhoASR-3000h`). The model directly produces clean transcripts with reliable timestamps, punctuation and capitalization, eliminating the need for separate post-processing tools. Please **cite** our [PhoASR paper](https://aclanthology.org/2026.findings-eacl.345/) whenever `PhoASR-whisper-small` is used to produce published results or is incorporated into other software:
+> We introduce `PhoASR-whisper-small`, a Vietnamese automatic speech recognition model obtained by fine-tuning the multilingual `whisper-small` on a 3000-hour dataset (`PhoASR-3000h`). The model directly produces clean transcripts with reliable timestamps, punctuation and capitalization, eliminating the need for separate post-processing tools. Please **cite** our [PhoASR paper](https://aclanthology.org/2026.findings-eacl.345/) whenever `PhoASR-whisper-small` is used to produce published results or is incorporated into other software.
 
 	@inproceedings{phoasr,
 	    title = {{Vietnamese Automatic Speech Recognition: A Revisit}},
@@ -24,7 +24,8 @@ language:
 ## Model Inference with `transformers` 
 
 ```python
-# Installation: pip install transformers==4.48.0
+# INSTALLATION: pip install transformers==4.48.0
+
 import torch
 from transformers import pipeline
 
@@ -45,8 +46,10 @@ print(f"Full Text: {result['text']}")
 print(result['chunks'])
 ```
 
+For more low-level control, please see [inference.py](https://huggingface.co/Qualcomm-AI-Research/PhoASR-whisper-small/blob/main/inference.py).
+
 ## License/Terms of Use
-This model is released under the BSD 3-Clause Clear license and the Qualcomm responsible AI license: [https://www.qualcomm.com/site/responsible-ai-license](https://www.qualcomm.com/site/responsible-ai-license)
+This model is released under the BSD 3-Clause Clear license and the Qualcomm responsible AI license: [https://www.qualcomm.com/site/responsible-ai-license](https://www.qualcomm.com/site/responsible-ai-license).
 
 ## Uses
 The model is intended for research and educational purposes.