Revert "update README"

This reverts commit 41d6185.

Author: ddlBoJack

README.md

@@ -28,8 +28,7 @@ developers to train custom multimodal large language model (MLLM), focusing on <
 6. [Citation](#citation)
 
 # News
-- [Update Nov. 5, 2024] Recipes for [speech emotion captioning (SEC)](examples/sec_emotioncaps/README.md) with [emotion2vec](https://github.com/ddlBoJack/emotion2vec) as the encoder has been supported.
-- [Update Oct. 12, 2024] Recipes for [SLAM-AAC](examples/slam_aac/README.md) with [EAT](https://github.com/cwx-worst-one/EAT) as the encoder have been supported. 
+- [Update Oct. 12, 2024] Recipes for [SLAM-AAC](examples/slam_aac/README.md) have been supported. 
 - [Update Sep. 28, 2024] Recipes for [CoT-ST](examples/st_covost2/README.md) have been supported. 
 - [Update Sep. 25, 2024] Recipes for [DRCap](examples/drcap_zeroshot_aac/README.md) have been supported. 
 - [Update Jun. 12, 2024] Recipes for [MaLa-ASR](examples/mala_asr_slidespeech/README.md) have been supported. 
@@ -91,7 +90,6 @@ We provide reference implementations of various LLM-based speech, audio, and mus
 
     - Text-to-Speech (TTS)
         - [VALL-E-X](examples/vallex/README.md)
-    - [Speech Emotion Captioning (SEC)](examples/sec_emotioncaps/README.md)
 
 - **Audio Task**
     - [Automated Audio Captioning (AAC)](examples/aac_audiocaps/README.md)
@@ -120,10 +118,7 @@ command-line (shell file) > Hydra configuration (yaml file) > dataclass configur
 - We borrow code from [Fairseq](https://github.com/facebookresearch/fairseq) for deepspeed configuration. 
 - We thank the contributors for providing diverse recipes. 
 
-# Citation
-
-## Speech Task
-
+## Citation
 SLAM-ASR:
 ```
 @article{ma2024embarrassingly,
@@ -133,27 +128,7 @@ SLAM-ASR:
   year={2024}
 }
 ```
-Mala-ASR:
-```
-@article{yang2024mala,
-  title={MaLa-ASR: Multimedia-Assisted LLM-Based ASR},
-  author={Yang, Guanrou and Ma, Ziyang and Yu, Fan and Gao, Zhifu and Zhang, Shiliang and Chen, Xie},
-  journal={Proc. INTERSPEECH},
-  year={2024}
-}
-```
-CoT-ST:
-```
-@article{du2024cot,
-  title={CoT-ST: Enhancing LLM-based Speech Translation with Multimodal Chain-of-Thought},
-  author={Du, Yexing and Ma, Ziyang and Yang, Yifan and Deng, Keqi and Chen, Xie and Yang, Bo and Xiang, Yang and Liu, Ming and Qin, Bing},
-  journal={arXiv preprint arXiv:2409.19510},
-  year={2024}
-}
-```
 
-
-## Audio Task
 SLAM-AAC:
 ```
 @article{chen2024slam,
@@ -163,21 +138,5 @@ SLAM-AAC:
   year={2024}
 }
 ```
-DRCap:
-```
-@article{li2024drcap,
-  title={DRCap: Decoding CLAP Latents with Retrieval-augmented Generation for Zero-shot Audio Captioning},
-  author={Li, Xiquan and Chen, Wenxi and Ma, Ziyang and Xu, Xuenan and Liang, Yuzhe and Zheng, Zhisheng and Kong, Qiuqiang and Chen, Xie},
-  journal={arXiv preprint arXiv:2410.09472},
-  year={2024}
-}
-```
-BAT:
-```
-@article{zheng2024bat,
-  title={BAT: Learning to Reason about Spatial Sounds with Large Language Models},
-  author={Zheng, Zhisheng and Peng, Puyuan and Ma, Ziyang and Chen, Xie and Choi, Eunsol and Harwath, David},
-  journal={Proc. ICML},
-  year={2024}
-}
-```
+
+