update README

Author: ddlBoJack

README.md

@@ -77,12 +77,24 @@ docker run -it --gpus all --name slam --shm-size=256g slam-llm:latest /bin/bash
 ## List of Recipes
 We provide reference implementations of various LLM-based speech, audio, and music tasks: 
 - **Speech Task**
-    - [Automatic Speech Recognition (ASR)](examples/asr_librispeech/README.md)
-    - [Text-to-Speech (TTS)](examples/vallex/README.md)
-    - [Visual Speech Recognition (VSR)](examples/vsr_LRS3/README.md)
+    - Automatic Speech Recognition (ASR)
+        - [SLAM-ASR](examples/asr_librispeech/README.md)
+    
+    - Contextual Automatic Speech Recognition (CASR)
+        - [ Mala-ASR](examples/mala_asr_slidespeech/README.md)
+    
+    - [Visual Speech Recognition (VSR)](examples/vsr_LRS3/README.md) 
+    - Speech-to-Text Translation (S2TT)
+        - [CoT-ST](examples/st_covost2/README.md)
+    
+    - Text-to-Speech (TTS)
+        - [VALL-E-X](examples/vallex/README.md)
+    
 - **Audio Task**
     - [Automated Audio Captioning (AAC)](examples/aac_audiocaps/README.md)
-    - [Spatial Audio Understanding](examples/seld_spatialsoundqa/README.md)
+      - [DRCap](examples/drcap_zeroshot_aac/README.md)
+    - Spatial Audio Understanding
+      - [BAT](examples/seld_spatialsoundqa/README.md)
 - **Music Task**
     - [Music Caption (MC)](examples/mc_musiccaps/README.md)
 

examples/st_covost2/README.md

@@ -59,10 +59,10 @@ bash infer.sh
 ##  Citation
 You can refer to the paper for more results. 
 ```
-@article{ma2024embarrassingly,
-  title={An Embarrassingly Simple Approach for LLM with Strong ASR Capacity},
-  author={Ma, Ziyang and Yang, Guanrou and Yang, Yifan and Gao, Zhifu and Wang, Jiaming and Du, Zhihao and Yu, Fan and Chen, Qian and Zheng, Siqi and Zhang, Shiliang and others},
-  journal={arXiv preprint arXiv:2402.08846},
+@article{du2024cot,
+  title={CoT-ST: Enhancing LLM-based Speech Translation with Multimodal Chain-of-Thought},
+  author={Yexing Du, Ziyang Ma, Yifan Yang, Keqi Deng, Xie Chen, Bo Yang, Yang Xiang, Ming Liu, Bing Qin},
+  journal={arXiv preprint arXiv:2409.19510},
   year={2024}
 }
 ```