| Paper | Code | Paired Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images | ✓ Link | 57.3 | MiMo-VL-7B-SFT + VisionFoundry-10K | 2026-04-10 |
| Mixture of Specialized Vision Experts: Unlocking Complementary Visual Insights for Faithful MLLM Reasoning | ✓ Link | 57 | MoSVE | 2026-09-08 |
| Reason Through the Latent! Making Latent Visual Reasoning Necessary | ✓ Link | 52.7 | CVRR (Qwen2.5-VL-7B) | 2026-09-06 |
| PaliGemma: A versatile 3B VLM for transfer | ✓ Link | 47.3 | PaliGemma | 2024-07-10 |
| ESC: Emotional Self-Correction for Reliable Vision-Language Models | ✓ Link | 45.33 | ESC + Qwen2-VL-7B | 2026-07-01 |