Update README

3 files changed, 17 insertions, 2 deletions

diff --git a/README.md b/README.md
index b195906..577a1eb 100644
--- a/README.md
+++ b/README.md
@@ -79,7 +79,7 @@ We sincerely thank the authors and maintainers of these projects for their excel
 ```
 @misc{gao2025oneshotentropyminimization,
       title={One-shot Entropy Minimization}, 
-      author={Zitian Gao and Lynx Chen and Joey Zhou and Bryan Dai},
+      author={Zitian Gao and Lynx Chen and Haoming Luo and Joey Zhou and Bryan Dai},
       year={2025},
       eprint={2505.20282},
       archivePrefix={arXiv},
diff --git a/code_eval/README.md b/code_eval/README.md
index 32daaa9..1e61ca6 100644
--- a/code_eval/README.md
+++ b/code_eval/README.md
@@ -19,7 +19,6 @@ pip install -e .
 
 4. Execute the evaluation script for your desired benchmark. For example, to evaluate using the `test-humaneval-ckpt-list.sh` script:
 
-Such as:
 ```bash
 bash test-humaneval-ckpt-list.sh
 ```
diff --git a/kk_eval/README.md b/kk_eval/README.md
new file mode 100644
index 0000000..49d9040
--- /dev/null
+++ b/kk_eval/README.md
@@ -0,0 +1,16 @@
+## Quick Start
+
+
+1. Install dependencies:
+
+```bash
+pip install vllm
+```
+
+2. Execute the evaluation script:
+
+```bash
+bash eval_kk-ckpt_list.sh
+```
+
+   > **Note**: Ensure that all configurations are correctly set before running the script to avoid errors.