We propose Memory-Space Visual Retracing (MemVR), a novel hallucination mitigation paradigm without needing external knowledge retrieval or additional fine-tuning. MemVR has two significant advantages ...

This project was previously named LLaVA-o1. We have renamed it to LLaVA-CoT. Subtract all tiny shiny balls. Subtract all purple objects. How many objects are left? Options: A. 4, B. 8, C. 2, D. 6 ...