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

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References (24)

[1]

VERGE: Formal Refinement and Guidance Engine for Verifiable LLM Reasoning

2026Vikash Singh, Darion Cassel et al.

[2]

A Neurosymbolic Approach to Natural Language Formalization and Verification

2025Sam Bayless, Stefano Buliani et al.

[3]

Grammars of Formal Uncertainty: When to Trust LLMs in Automated Reasoning Tasks

Founder's Pitch

"Develop a neurosymbolic verification framework to enhance the reliability of VLM-generated radiology reports by auditing internal consistency with formal verification."

Medical AI•Score: 4•View PDF ↗

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

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References (24)

Founder's Pitch

"Develop a neurosymbolic verification framework to enhance the reliability of VLM-generated radiology reports by auditing internal consistency with formal verification."

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

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References (24)

Founder's Pitch

"Develop a neurosymbolic verification framework to enhance the reliability of VLM-generated radiology reports by auditing internal consistency with formal verification."

Commercial Viability Breakdown

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