From Perception to Integration: Revisiting the Internal Dynamics of Reasoning in Vision-Language Models
cs.CV, cs.LG
Submitted: 2026-09-28
Updated: 2026-09-28
Terminology
Sources
- Understanding Information Storage and Transfer in Multi-modal Large Language Models
- Are We on the Right Way for Evaluating Large Vision-Language Models?
- How to use and interpret activation patching
- Human Cognitive Benchmarks Reveal Foundational Visual Gaps in MLLMs
- Locating and Editing Factual Associations in GPT
- Towards Interpreting Visual Information Processing in Vision-Language Models
- Pathways of Visual Information Flow in Vision-Language Models
- Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning
- How Multimodal LLMs Solve Image Tasks: A Lens on Visual Grounding, Task Reasoning, and Answer Decoding
- Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification
- Multimodal Chain-of-Thought Reasoning in Language Models
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