Decision Models
Typed, calibrated System-1 decisions: models that answer a choice, a score or a yes/no in one pass instead of generating text.
nokia-applied-research 998 · 3 days agoNokia research: turn any open LLM into a Jev-style decision model. Typed choice, yes/no or score from one prefill, de-biased with no labels or a fitted head, served on vLLM.
jaredpalmer 7.6k · 3 days agoOpen reproduction of TypeSafe's Jev: a LoRA + readout head on Qwen that answers many typed questions about one document in a single prefill pass, returning calibrated probabilities.
NandhaKishorM 29.8k · todayNon-autoregressive decision engine: typed choice, score and yes/no answers over text in one forward pass (~33 ms), 100+ languages, calibrated probabilities, a router picking the checkpoint.
githubnext 792 · 13 days agoGitHub Next's local Jev bridge: a Bun/TypeScript POST /v1/systemone that translates typed decision questions into prompts for DiffusionGemma behind any OpenAI-compatible endpoint.