Update README.md

README.md

@@ -16,7 +16,9 @@ pipeline_tag: translation
 ---
 # Model Name
 
-This is a multilingually fine-tuned version of [NLLB](https://arxiv.org/abs/2207.04672) based on [nllb-200-distilled-600M](https://huggingface.co/facebook/nllb-200-distilled-600M) using the text data of MuST-C v1.0 (En -> 8).
+This is a multilingually fine-tuned version of [NLLB](https://arxiv.org/abs/2207.04672) based on [nllb-200-distilled-600M](https://huggingface.co/facebook/nllb-200-distilled-600M) using the text data of [MuST-C v1.0](https://aclanthology.org/N19-1202/) (En -> 8).
+
+It is part of the paper [Pushing the Limits of Zero-shot End-to-end Speech Translation](https://arxiv.org/abs/2402.10422). Details for the fine-tuning process are available at Appendix D.
 
 ## Usage
 
@@ -40,11 +42,11 @@ translated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
 print(translated_text)
 ```
 
-## Results: BLEU scores on MuST-C v1.0 tst-COMMON (text part)
+## Results: BLEU scores on MuST-C v1.0 tst-COMMON
 
 | Model                     | De   | Es   | Fr   | It   | Nl   | Pt   | Ro   | Ru   | Average |
 |:-------------------------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:-------:|
-| nllb-200-distilled-600M (original) | 32.7 | 36.9 | 45.2 | 32.2 | 36.0 | 37.4 | 30.3 | 21.0 | 34.0 |
-| nllb-200-distilled-600M_mustc_en-to-8      | 34.4 | 38.8 | 44.6 | 34.7 | 39.0 | 41.6 | 32.1 | 22.4 | 35.9 |
-| nllb-200-distilled-1.3B (original)   | 34.6 | 38.6 | 46.8 | 33.7 | 38.2 | 39.6 | 31.8 | 23.2 | 35.8 |
-| nllb-200-distilled-1.3B_mustc_en-to-8       | 35.3 | 39.9 | 45.8 | 36.0 | 40.6 | 43.1 | 32.6 | 23.9 | 37.2 |
+| [nllb-200-distilled-600M](https://huggingface.co/facebook/nllb-200-distilled-600M) (original) | 32.7 | 36.9 | 45.2 | 32.2 | 36.0 | 37.4 | 30.3 | 21.0 | 34.0 |
+| [nllb-200-distilled-600M_mustc_en-to-8](https://huggingface.co/johntsi/nllb-200-distilled-600M_mustc_en-to-8)      | 34.4 | 38.8 | 44.6 | 34.7 | 39.0 | 41.6 | 32.1 | 22.4 | 35.9 |
+| [nllb-200-distilled-1.3B](https://huggingface.co/facebook/nllb-200-distilled-1.3B) (original)   | 34.6 | 38.6 | 46.8 | 33.7 | 38.2 | 39.6 | 31.8 | 23.2 | 35.8 |
+| [nllb-200-distilled-1.3B_mustc_en-to-8](https://huggingface.co/johntsi/nllb-200-distilled-1.3B_mustc_en-to-8)        | 35.3 | 39.9 | 45.8 | 36.0 | 40.6 | 43.1 | 32.6 | 23.9 | 37.2 |