Towards a Deterministic Math Solver for Clinical Language Models
Source
Felipe Ocampo Osorio, Sebasti\'an Andr\'es Cajas Ordo\~nez, Maximin Lange, Rafi Al Attrach, Sahil Kapadia, Zakaria Laouabdia Sellami, Angelo Antonio Talio, Leo Anthony Celi
Author
Felipe Ocampo Osorio, Sebasti\'an Andr\'es Cajas Ordo\~nez, Maximin Lange, Rafi Al Attrach, Sahil Kapadia, Zakaria Laouabdia Sellami, Angelo Antonio Talio, Leo Anthony Celi
Date
Terms in this piece · Glossary
sandbox — An isolated environment where AI-generated code or agent actions run without being able to touch anything real.
benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.
LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
Why it matters
Shows that having a model hand off arithmetic to generated code doesn't automatically improve reliability at smaller model sizes, and exposes real ground-truth errors in a benchmarkA standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.Full definition → many clinical-LLMA large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.Full definition → papers rely on.
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