kevOpen 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 serve a local Jev-compatible /v1/systemone so TypeSafe's SDK works against localhost; kev trains a LoRA + readout head so the probabilities come from weights, LocalJev prompts a general model for a JSON probability vector — portable to any OpenAI-compatible backend, but self-reported rather than read from logits.
Full comparison → contextgemDeclarative LLM extraction from documents: describe Aspects and Concepts in plain language, get structured values back with paragraph- or sentence-level references and built-in justifications.
Why switchSame shape of job — typed questions over one piece of text, structured values back with validation and retries; contextgem exposes it as a Python Aspect/Concept API, LocalJev as a Jev-wire HTTP service.
Full comparison → CLMContrastive Language Models: CLM-8B, an open System-1 decision model scoring states against actions — typed choice/score/yes-no answers on a TypeSafe-compatible API, up to 9x faster than Jev.
Why switchBoth give you a local endpoint for Jev-style typed questions; localjev bridges to DiffusionGemma via prompts, CLM serves its own trained decision model.
Full comparison → AnyJevNokia 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 an existing model a Jev-style decision interface; localjev prompts DiffusionGemma through an HTTP bridge, AnyJev reads calibrated probabilities from the model's own next-token distribution.
Full comparison → layaNon-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.
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 →