FrontiersMind open-sources Lumma-fev-27B, a decision model scoring options in one forward pass

kalyan_kpl · x · 2026-10-14

FrontiersMind has open-sourced Lumma-fev-27B, its largest "decision model": instead of generating a label to parse, it scores the options you provide in a single forward pass. Built on Qwen3.8-27B with full fine-tuning (no LoRA, no frozen layers) on 100K decision samples, it supports English plus three Indic languages: Hindi, Tamil, and Kannada.

On a held-out set of 4,454 decisions, Lumma-fev-27B is correct 90.7% of the time vs 83.9% for TypeSafe Jev, with better-calibrated confidence; Jev remains ahead on reasoning benchmarks like BBH and WinoGrande. The interface is unchanged, supporting noul (yes/no gate), choice (up to 255 options), and score (ordered levels). Weights are available on Hugging Face under Apache 2.0.

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