From Information Extraction to Clinical Reasoning: A Systematic Scoping Review of Large Language Models in Cancer Pathology Reports.
Overall, the evidence suggests that success in lower capability levels does not consistently translate to higher-level reasoning, especially when reports are inconsistent, required staging inputs are missing, or clinical assumptions must be inferred, which helps explain gaps between benchmark results and practical adoption.