COLM Paper Reveals VLM Inference Blind Spots

An upcoming COLM 2026 paper investigates the reasoning dynamics and faithfulness of Vision-Language Models (VLMs), revealing that modality reliance during complex tasks creates monitoring blind spots and impacts reliability.

2026-08-06 ~ 2026-08-06 · 2 related posts

• COLM Paper Reveals Reasoning Faithfulness Limits in Vision-Language Models — nikaletras · 2026-08-06
• COLM Paper: VLMs' Long Reasoning Traces Create Monitoring Blind Spots — nikaletras · 2026-08-06