Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding

Benchmark Model Rank Results
multimodal-reasoning-on-visulogicVL-Cogito-7B with LEAD#3Accuracy: 28.9
mathematical-reasoning-on-mathverseVL-Cogito-7B with LEAD#15Accuracy: 55.1
multimodal-reasoning-on-mathvistaVL-Cogito-7B with LEAD#42Accuracy: 76.3
visual-question-answering-vqa-on-realworldqaVL-Rethinker-7B with LEAD#45Accuracy: 71.2
multimodal-reasoning-on-mathvisionVL-Rethinker-7B with LEAD#46Accuracy: 33.1