Update README.md

README.md

@@ -199,16 +199,18 @@ Official repository for the paper "[MMSearch: Benchmarking the Potential of Larg
 🌟 For more details, please refer to the project page with dataset exploration and visualization tools: [https://mmsearch.github.io/](https://mmsearch.github.io).
 
 
-[[🌐 Webpage](https://mmsearch.github.io/)] [[📖 Paper]()] [[🤗 Huggingface Dataset](https://huggingface.co/datasets/CaraJ/MMSearch)] [[🏆 Leaderboard](https://mmsearch.github.io/#leaderboard)] [[🔍 Visualization](https://huggingface.co/datasets/CaraJ/MMSearch/viewer)]
+[[🌐 Webpage](https://mmsearch.github.io/)] [[📖 Paper](https://arxiv.org/pdf/2409.12959)] [[🤗 Huggingface Dataset](https://huggingface.co/datasets/CaraJ/MMSearch)] [[🏆 Leaderboard](https://mmsearch.github.io/#leaderboard)] [[🔍 Visualization](https://huggingface.co/datasets/CaraJ/MMSearch/viewer)]
 
 
 ## 💥 News
 
-- **[2024.09.20]** 🚀 We release the [arXiv paper]() and some data samples in the [visualizer](https://huggingface.co/datasets/CaraJ/MMSearch/viewer).
+- **[2024.09.25]** 🌟 The [evaluation code](https://github.com/CaraJ7/MMSearch#-evaluation-by-yourself) now supports directly use models implemented in [VLMEvalKit](https://github.com/open-compass/VLMEvalKit)!
+- **[2024.09.22]** 🔥 We release the [evaluation code](https://github.com/CaraJ7/MMSearch#-evaluation-by-yourself), which you only need to add an inference API of your LMM!
+- **[2024.09.20]** 🚀 We release the [arXiv paper](https://arxiv.org/abs/2409.12959) and all MMSearch data samples in [huggingface dataset](https://huggingface.co/datasets/CaraJ/MMSearch).
 
 ## 📌 ToDo
 
-- Coming soon: *Evaluation codes*
+- Coming soon: *MMSearch-Engine (for new query)*
 
 ## 👀 About MMSearch