Large language model agents can adjust optimization parameters in a treatment planning system under natural-language instruction, but no study has tested a model post-trained for extended reasoning against a general-purpose model in stereotactic radiosurgery. We compared a reasoning-optimized model (QwQ-32B) with a...
H. Nusrat, Luke Francisco, Bing Luo et al.· Scientific Reports· 0 citations
Deployed vision-language systems often gate their answers on confidence, making confidence robustness relevant to oversight. We study confidence readouts under white-box, image-only attacks constrained to preserve the generated answer byte-identically. Under a reachability assumption, an unmovable readout cannot outper...
Mohammad M. Ghassemi, Ivan Brugere, Simerjot Kaur et al.· 0 citations
This work evaluates seven confidence estimators, three inference-only and four trained internal probes, across five open-weight LVLMs and four conditions from three financial visual question-answering benchmarks, one bilingual; every probe is trained only on natural images and applied to finance without adaptation, so...
Mohammad M. Ghassemi, Simerjot Kaur, Charese H. Smiley et al.· 0 citations
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