Update README.md

Author: Harahan

README.md

@@ -289,35 +289,7 @@ You can add your own model type referring to files under `llmc/models/*.py`.
 
 ✅ [Wanda](https://arxiv.org/abs/2306.11695)
 
-## TODO List
-
-### Quantization
-
-- [ ] QuIP
-
-- [ ] QuIP#
-
-- [ ] AQLM
-
-**Note:** Some specific algorithms like QUIK, SpQR, needing special hardware or kernel support can not go through naive quantization by multiple backends, and then utilize these backends to infer. However, users can still use our tool to evaluate the performance of these algorithms in their research.
-
-### Pruning
-
-- [ ] SparseGPT
-
-- [ ] LLM-Pruner
-
-This part is coming soon🚀.
-
-### Docs
-
-- [ ] End-to-end examples of compressing a model and then utilizing multiple backends, e.g., [Lightllm](https://github.com/ModelTC/lightllm), [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM), to infer.
-
-- [ ] Docs about `special`  in `quant` part in [Configuration](#configuration) for different algorithms.
-
-- [ ] Docs about adding new algorithms by users themselves.
-
-More detailed Docs are coming soon🚀.
+✅ [ShortGPT](https://arxiv.org/abs/2403.03853)
 
 ## Acknowledgments