2 papers
cs.LG2026
Wrong Design Intent Is Worse Than Never Conditioning: A Derangement-Control Diagnosis of Header Conditioning in CAD Program Completion
Yang Xiao
Fine-tuned code LLMs are routinely conditioned on a design-intent specification, but the correctness axis of such a signal -- a wrong intent rather than an absent one -- has not be…
cs.DB2026
PUFFER: Incremental Fuzzy Deduplication for Continuously Evolving Corpora
Xiao Yang, Erik Edward Aldape, Beren Millidge
Large language model training corpora grow through successive, often redundant releases, so each release must be deduplicated against both itself and the accumulated history. At tr…