Update README.md

README.md

@@ -42,7 +42,7 @@ The current work in [Muzic](https://www.microsoft.com/en-us/research/project/ai-
     + Any Track Music Generation: [GETMusic](https://arxiv.org/abs/2305.10841)
   + Text-to-Music Generation: [MuseCoco](https://arxiv.org/abs/2306.00110)
   + Singing Voice Synthesis: [HiFiSinger](https://arxiv.org/abs/2009.01776)
-* AI Agent for Music
+* AI Agent
   + [MusicAgent](https://arxiv.org/abs/2310.11954)  
 
   You can find some music samples generated by our systems on this page: https://ai-muzic.github.io/.
@@ -68,7 +68,7 @@ The operating system is Linux. We test on Ubuntu 16.04.6 LTS, CUDA 10, with Pyth
 ```bash
 pip install -r requirements.txt
 ```
-We release the code of several research work: [MusicBERT](musicbert), [PDAugment](pdaugment), [CLaMP](clamp), [DeepRapper](deeprapper), [SongMASS](songmass), [TeleMelody](telemelody), [ReLyMe](relyme), [Re-creation of Creations (ROC)](roc), [MeloForm](meloform), [Museformer](museformer), [GETMusic](getmusic), [MuseCoco](musecoco), and [MusicAgent](agent). You can find the README in the corresponding folder for detailed instructions on how to use. 
+We release the code of several research work: [MusicBERT](musicbert), [PDAugment](pdaugment), [CLaMP](clamp), [DeepRapper](deeprapper), [SongMASS](songmass), [TeleMelody](telemelody), [ReLyMe](relyme), [Re-creation of Creations (ROC)](roc), [MeloForm](meloform), [Museformer](museformer), [GETMusic](getmusic), [MuseCoco](musecoco), and [MusicAgent](musicagent). You can find the README in the corresponding folder for detailed instructions on how to use. 
 
 
 
@@ -90,7 +90,7 @@ If you find the Muzic project useful in your work, you can cite the papers as fo
 * [12] ***CLaMP**: Contrastive Language-Music Pre-training for Cross-Modal Symbolic Music Information Retrieval*, Shangda Wu, Dingyao Yu, Xu Tan, Maosong Sun, **ISMIR 2023**.
 * [13] ***GETMusic**: Generating Any Music Tracks with a Unified Representation and Diffusion Framework*, Ang Lv, Xu Tan, Peiling Lu, Wei Ye, Shikun Zhang, Jiang Bian, Rui Yan, arXiv 2023.
 * [14] ***MuseCoco**: Generating Symbolic Music from Text*, Peiling Lu, Xin Xu, Chenfei Kang, Botao Yu, Chengyi Xing, Xu Tan, Jiang Bian, arXiv 2023.
-* [15] ***MusicAgent**: An AI Agent for Music Understanding and Generation with Large Language Models*, Dingyao Yu, Kaitao Song, Peiling Lu, Tianyu He, Xu Tan, Wei Ye, Shikun Zhang, Jiang Bian, arXiv 2023.
+* [15] ***MusicAgent**: An AI Agent for Music Understanding and Generation with Large Language Models*, Dingyao Yu, Kaitao Song, Peiling Lu, Tianyu He, Xu Tan, Wei Ye, Shikun Zhang, Jiang Bian, EMNLP 2023 Demo.
 
 
 ## Contributing