Update README.md

README.md

@@ -24,7 +24,7 @@ We summarize the scope of our Muzic project in the following figure:
 <br/>
 
 
-The current work in [Muzic](https://www.microsoft.com/en-us/research/project/ai-music/) include:
+The current work in [Muzic](https://www.microsoft.com/en-us/research/project/ai-music/) includes:
 * Music Understanding
   + Symbolic Music Understanding: [MusicBERT](https://arxiv.org/abs/2106.05630)
   + Automatic Lyrics Transcription: [PDAugment](https://arxiv.org/abs/2109.07940) 
@@ -42,17 +42,19 @@ 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
+  + [MusicAgent](https://arxiv.org/abs/2310.11954)  
 
-
-  You can find some music samples generated by our systems from this page: https://ai-muzic.github.io/.
+  You can find some music samples generated by our systems on this page: https://ai-muzic.github.io/.
 <br>
 For more speech related research, you can find from this page: https://speechresearch.github.io/ and https://github.com/microsoft/NeuralSpeech.
 
 ### We are hiring! 
-We are hiring both research FTEs and research interns on **AI music, speech, audio, language, and machine learning**. Please contact Xu Tan ([email protected]) if you have interests. 
+We are hiring both research FTEs and research interns on **AI music, speech, audio, language, and machine learning**. Please get in touch with Xu Tan ([email protected]) if you are interested. 
 
 
-### What is New!
+### What is New?
++ We release [MusicAgent](https://arxiv.org/abs/2310.11954), an AI agent for versatile music processing using large language models.
 + We release [MuseCoco](https://arxiv.org/abs/2306.00110), a music composition copilot to generate symbolic music from text.
 + We release [GETMusic](https://arxiv.org/abs/2305.10841), a versatile music copliot with a universal representation and diffusion framework to generate any music tracks.
 + We release the first model for cross-modal symbolic MIR: [CLaMP](https://arxiv.org/abs/2304.11029).
@@ -66,7 +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), and [MuseCoco](musecoco). 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](agent). You can find the README in the corresponding folder for detailed instructions on how to use. 
 
 
 
@@ -88,6 +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.
 
 
 ## Contributing