Don't Just Chase “Highlighted Tokens” in MLLMs: Revisiting Visual Holistic Context Retention

If you like our project, please give us a star ⭐ on GitHub for the latest update.

📣 News

• [2025/09/18] 🎉🎉🎉 HoloV has been accepted by NeurIPS 2025 main (score:5544)!
• [2025/11/04] 🚀 Code has be released.

Once you have set up the llava and qwenvl environments, simply replace the corresponding files we provided.!!!!!