Announcement_5

Our paper The Mirage of Performance Gains: Why Contrastive Decoding Fails to Mitigate Object Hallucinations in MLLMs? has been accepted to NeurIPS 2025!
This work reveals that contrastive decoding fails to genuinely mitigate hallucinations. Any apparent improvements are merely artifacts of confounding factors, not true effectiveness.