Update README.md

Added link to the HF Space demo

README.md

@@ -30,7 +30,8 @@ NatureLM-audio is an audio-language model designed to address bioacoustic tasks
 - **Repository:** [https://github.com/earthspecies/naturelm-audio](https://github.com/earthspecies/naturelm-audio)  
 - **Paper:** [NatureLM-audio: An Audio-Language Foundation Model for Bioacoustics](https://arxiv.org/abs/2411.07186)  
 - **Demo:** [https://earthspecies.github.io/naturelm-audio-demo/](https://earthspecies.github.io/naturelm-audio-demo/) 
-
+- **Hugging Face Space - UI Demo:** [https://huggingface.co/spaces/EarthSpeciesProject/NatureLM-Audio](https://huggingface.co/spaces/EarthSpeciesProject/NatureLM-Audio)
+  
 ## Uses
 
 ### Direct Use
@@ -110,7 +111,7 @@ Refer to the GitHub [repository](https://github.com/earthspecies/naturelm-audio)
 
 ### Training Data
 
-The model is trained on a diverse dataset of text-audio pairs, including bioacoustic recordings, general audio, speech, and music datasets. The training data includes datasets such as Xeno-canto, iNaturalist, and Watkins. We release the [training dataset](https://huggingface.co/datasets/EarthSpeciesProject/NatureLM) on huggingface.
+The model is trained on a diverse dataset of text-audio pairs, including bioacoustic recordings, general audio, speech, and music datasets. The training data includes datasets such as Xeno-canto, iNaturalist, and Watkins. We have released the [training dataset](https://huggingface.co/datasets/EarthSpeciesProject/NatureLM) on Hugging Face.
 
 ### Training Procedure
 
@@ -143,7 +144,7 @@ The model is evaluated on the [BEANS-Zero](https://huggingface.co/datasets/Earth
 
 ### Results
 
-The model achieves state-of-the-art performance on several bioacoustics tasks, including zero-shot classification of unseen species. \<INCLUDE TABLE?\> 
+The model achieves state-of-the-art performance on several bioacoustics tasks, including zero-shot classification of unseen species.   
 
 ## Environmental Impact
 
@@ -190,7 +191,7 @@ Robinson, D., Miron, M., Hagiwara, M., & Pietquin, O. (2025). NatureLM-audio: An
 
 ## More Information
 
-For more information, please visit the project page.
+For more information, please visit the [project page](https://earthspecies.github.io/naturelm-audio-demo/).
 
 ## Model Card Authors