diff --git a/_bibliography/pubs.bib b/_bibliography/pubs.bib
index 1e00cb3f8694..aeaab880e725 100644
--- a/_bibliography/pubs.bib
+++ b/_bibliography/pubs.bib
@@ -18,7 +18,8 @@ @inproceedings{li2024good
   year={2024},
   corr={true},
   selected={true},
-  arxiv={https://arxiv.org/abs/2312.11111}
+  arxiv={https://arxiv.org/abs/2312.11111},
+  code={https://github.com/microsoft/promptbench}
 }
 
 @inproceedings{zhao2023competeai,
@@ -38,7 +39,8 @@ @inproceedings{zhu2024dyval
   booktitle={International Conference on Machine Learning (ICML)},
   year={2024},
   corr={true},
-  arxiv={https://arxiv.org/abs/2402.14865}
+  arxiv={https://arxiv.org/abs/2402.14865},
+  code={https://github.com/microsoft/promptbench}
 }
 
 @inproceedings{chen2024general,
@@ -46,8 +48,8 @@ @inproceedings{chen2024general
   author={Chen, Hao and Wang, Jindong and Feng, Lei and Li, Xiang and Wang, Yidong and Xie, Xing and Sugiyama, Masashi and Singh, Rita and Raj, Bhiksha},
   booktitle={International Conference on Machine Learning (ICML)},
   year={2024},
-  corr={true},
-  arxiv={https://arxiv.org/abs/2402.01922}
+  arxiv={https://arxiv.org/abs/2402.01922},
+  code={https://github.com/Hhhhhhao/General-Framework-Weak-Supervision}
 }
 
 @inproceedings{teney2023selective,
@@ -71,7 +73,8 @@ @inproceedings{sun2024trustllm
   author={Sun, Lichao and Huang, Yue and Wang, Haoran and Wu, Siyuan and Zhang, Qihui and Gao, Chujie and Huang, Yixin and Lyu, Wenhan and Zhang, Yixuan and Li, Xiner and others},
   booktitle={International Conference on Machine Learning (ICML)},
   year={2024},
-  arxiv={https://arxiv.org/abs/2401.05561}
+  arxiv={https://arxiv.org/abs/2401.05561},
+  code={https://github.com/HowieHwong/TrustLLM}
 }
 
 @inproceedings{jin2024position,
@@ -87,7 +90,8 @@ @inproceedings{yu2024kieval
   author={Yu, Zhuohao and Gao, Chang and Yao, Wenjin and Wang, Yidong and Ye, Wei and Wang, Jindong and Xie, Xing and Zhang, Yue and Zhang, Shikun},
   booktitle={The 62nd Annual Meeting of the Association for Computational Linguistics (ACL)},
   year={2024},
-  arxiv={https://arxiv.org/abs/2402.15043}
+  arxiv={https://arxiv.org/abs/2402.15043},
+  code={https://github.com/zhuohaoyu/KIEval}
 }
 
 @inproceedings{wang2024detoxifying,
@@ -95,7 +99,8 @@ @inproceedings{wang2024detoxifying
   author={Wang, Mengru and Zhang, Ningyu and Xu, Ziwen and Xi, Zekun and Deng, Shumin and Yao, Yunzhi and Zhang, Qishen and Yang, Linyi and Wang, Jindong and Chen, Huajun},
   booktitle={The 62nd Annual Meeting of the Association for Computational Linguistics (ACL)},
   year={2024},
-  arxiv={https://arxiv.org/abs/2403.14472}
+  arxiv={https://arxiv.org/abs/2403.14472},
+  code={https://github.com/zjunlp/EasyEdit}
 }
 
 @inproceedings{jin2024mm,
@@ -119,7 +124,8 @@ @inproceedings{wang2024negativeprompt
   author={Wang, Xu and Li, Cheng and Chang, Yi and Wang, Jindong and Wu, Yuan},
   booktitle={International Joint Conference on Artificial Intelligence (IJCAI)},
   arxiv={https://arxiv.org/abs/2405.02814},
-  year={2024}
+  year={2024},
+  code={https://github.com/wangxu0820/NegativePrompt}
 }
 
 @article{lu2024diversify,