laya alternatives
Curated alternatives to laya — and why you'd switch.
kev
Open 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.
Why switchBoth answer many typed questions about one text in a single pass with calibrated probabilities; kev puts a LoRA and readout head on a Qwen LLM, laya ships its own small non-autoregressive checkpoints with a multilingual router.
Full comparison →AnyJev
Nokia 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.
Why switchBoth give you typed decisions with calibrated probabilities instead of generated text; laya ships its own small multilingual checkpoints that run without an LLM, AnyJev reads the decision out of an open LLM you already serve, with no training or a tiny fitted head.
Full comparison →localjev
GitHub 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.
Why switchBoth serve Jev-style typed decisions; localjev translates questions into prompts for DiffusionGemma behind an OpenAI-compatible endpoint, laya runs its own checkpoints in-process with no LLM at all.
Full comparison →