A preliminary diagnostic is distill -- prefer activation-norm when output structure dominates, treat causal selectors as a hypothesis for content-dominated tasks -- and release masks, scores, predictions, and evaluation files for direct replay.
Ha X. Son, Phat T. Tran-Truong, Xuan-Bach Le· 0 citations
Quality-aware synthetic-data selection rests on a proxy: examples that an LLM judge rates as good should also help a downstream model learn. In a controlled replay in low-resource African-language classification, we show that this proxy breaks. Across four languages (Amharic, Hausa, Swahili, Yoruba), two classification...
Ha X. Son, Phat T. Tran-Truong, Xuan-Bach Le· 0 citations
LangSelect is introduced, a verification-aware router that selects the target language before generation and falls back when the first attempt fails, showing that output-language routing can define a practical cost-correctness frontier for unit-test-verifiable code generation.
Ha X. Son, Phat T. Tran-Truong, X. Le et al.· 0 citations
A new composition rule materially changes what the merged model preserves, suppresses, and calibrates in what the merged model preserves, suppresses, and calibrates.
Ha X. Son, Xuan-Bach Le, Phat T. Tran-Truong· arXiv.org· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.