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Researchers show an off-the-shelf GLM-5.3-Flash LLM can make typed decisions with per-option probabilities in a single forward pass, matching TypeSafe's Jev on accuracy and speed across 29 labeled datasets. The method needs no fine-tuning and adds image-based decisions Jev cannot do. Laya scored 13 to 15 points lower.
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