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Boonyakorn Trangadisaikul

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Review Open access Aug 2026

Open-Weight Multimodal LLMs Versus Manual Data Entry for Legacy ERP Digitization: A Comparative Evaluation of Accuracy, Cost, and Verifiability

Gold-free, rule-based verification thus locates where MLLM reliability holds, giving human–AI collaboration quantified, disclosed residual risk rather than an implied guarantee, and recommends the extended level where date fidelity is regulatory-critical.

Chacharin Lertyosbordin, Boonyakorn Trangadisaikul · Technologies · 0 citations