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Toward Guarantees for Clinical Reasoning in Vision Language Models
- barthelomew 7mo agoAI (VLM-based) radiology models can sound confident and still be wrong ; hallucinating diagnoses that their own findings don't support. This is a silent, and dangerous failure mode. Our new paper introduces a verification layer that checks every diagnostic claim an AI makes before it reaches a clinician. When our system says a diagnosis is supported, it's been mathematically proven - not just guessed. Every model we tested improved significantly after verification, with our best result hitting 99% soundness. We're excited about what comes next in building verifiably correct AI systems.
- phoenixrecruit 7mo agonice work!I know about your work, similar to this: https://arxiv.org/abs/2601.20055 https://arxiv.org/abs/2601.20055 and https://github.com/DebarghaG/proofofthought https://github.com/DebarghaG/proofofthought
- barthelomew 7mo agoYes, indeed! This work uses the Proof of Thought library and several techniques from VERGE!
- deleted 7mo ago[deleted]
- zenon_paradox 7mo ago[flagged]