2 papers
cs.CL2026
Dynamic Bidirectional Pattern Memory: A Production-Scale Empirical Characterisation of Inference-Time Gating in Clinical NLP
Ali H. Lazem, William Teahan
We study inference-time pattern-memory gating in a production-scale clinical natural language processing (NLP) pipeline. The pipeline pairs a generator (Llama-3.3 70B) proposing ex…
cs.CL2026
How much of an LLM-generated clinical corpus is actually new? A production-scale measurement of content redundancy for provenance classification
Ali H. Lazem, William J. Teahan
Clinical machine learning increasingly relies on training corpora generated by large language models (LLMs) rather than annotated by clinicians, and such corpora are described and…