Author

K. Viriyayudhakorn

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#natural language process... Preprint Sep 2026

Reference-Grounded Data Curation for Instruction-Following Thai-English Machine Translation

Reference-Grounded Data Curation, a two-phase pipeline that extracts every supervised constraint from a reference translation that already satisfies it, ensuring feasibility by construction, is proposed.

Thodsaporn Chay-intr, Krittapad Harnchang, Mahannop Thabua et al. · 0 citations

Preprint Aug 2026

TSWAP: A Multilingual Retrieval-Augmented Thai Wellness Advisor

Two transferable deployment findings are reported: English-calibrated 4-bit AWQ quantization corrupts Thai tone marks, and forced-retrieval routing is necessary for reliable grounding.

Pornthep Ukosaramig, Kobkrit Viriyayudhakorn · 0 citations