Toward Guarantees for Clinical Reasoning in Vision Language Models via Formal Verification

arXiv:2602.24111 · cs.CV, cs.AI, cs.CL, cs.LO · Submitted 2026-02-27 · Read on arXiv

cs.CV, cs.AI, cs.CL, cs.LO

Submitted: 2026-02-27

Updated: 2026-10-13

Terminology

• Hallucination — 2× in this paper · explained in 4 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Formal Verification — 1× in this paper · explained in 2 episodes
• SMT solver — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes
• Vision-Language Models (VLMs) — 1× in this paper · explained in 6 episodes
• Vision-language models — 1× in this paper · explained in 2 episodes

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