ModelsPublisher model card
Amos 1 large
mukaddamzaid · Apache-2.0
English typed decisions with image inputs; distinguish zero-shot results from train-split prior fitting, and public-only Decision Index results from the full evaluation.
Jev alternatives and System One decision models
Browse independent decision models, publisher cards, declared licenses, inference approaches and evidence limits, including Laya, Kev, Decider, Amos and KnowLine.
15 selected models · Last curated · Download model directory JSON
How to read this directory
These releases come from independent publishers, not TypeSafe’s Jev weights. An alternative is a candidate for comparison, not a guarantee of equivalent behavior, accuracy or interface support. Check the official documentation separately for hosted Jev versions and capabilities. TypeSafe model documentation
Each entry keeps its publisher, model-card link and a short scope note. Do not infer a release’s license from its base model: code, adapters, merged weights and data can have different terms. Availability for download and permission for commercial use are different questions; consult the publisher’s materials. Models and licenses guide
This directory does not rank releases by scores that we have not evaluated under common conditions. Match candidate sets, modalities, label sources, reasoning budgets, hardware and evaluation splits. Keep public tests, publisher-run evaluations and private-inclusive boards separate. The notes describe inspected documentation, not model execution or reproduced results. Comparison conditions
ModelsPublisher model card
KnowLine-35B-A3B-Gen1
PelaAI · Apache-2.0 weights; MIT server
English/Chinese MoE decision checkpoint; public-suite checkpoint selection, disclosed task/source overlap and self-run calibration ranges constrain comparisons with independent held-out evaluations.
ModelsPublisher model card
Lychee-27B
LycheeAI · CC BY-NC 4.0
Noncommercial Qwen-derived typed-decision model with publisher-reported public-suite results; requests exceeding context or GPU-memory limits are documented as rejected rather than truncated.
ModelsPublisher model card
Span-02
Respan · Apache-2.0
Multimodal decision model with a dedicated Blackwell Rust/CUDA runtime and optional reasoning; distinguish default serving from deterministic index settings and output-specific confidence semantics.
ModelsPublisher model card
AudioJev checkpoint
shlv · Qwen2.5-Omni-3B derivative · Qwen Research
One released AudioJev training seed with a Qwen Research license; original-order scores disclose audio-source overlap and are distinct from the paper’s three-seed averages.
ModelsPublisher model card
ufakzeka-karar
ufak AI · Apache-2.0
Turkish typed-decision checkpoint with shipped temperature scaling. Its card flags test-informed training and worsening support-task calibration; benchmark results are not blind.
ModelsPublisher model card
Jeva-4B
Jeva authors · license not declared
Author checkpoint with backbone, adapter and decision-head files. The inspected card declares no model license; weights have not been loaded or tested by this project.
ModelsPublisher model card
Laya
convaiinnovations · Apache-2.0
An encoder-based decision family with English, multilingual, and workflow-specific checkpoints.
ModelsPublisher model card
Kev-4B
Jared Palmer · Apache-2.0
A Qwen3.5-4B-Base LoRA adapter and pointer head for decisions over documents and typed questions.
ModelsPublisher model card
Bespoke Nimble 9B v3
Bespoke Labs · CC BY-NC 4.0
A Qwen3.5-9B LoRA adapter returning candidate probabilities. Released under a noncommercial license.
ModelsPublisher model card
Intern-Decision-4B
InternLM · Apache-2.0
A decision-tuned Qwen checkpoint with a structured inference wrapper and image support.
ModelsPublisher model card
Perplexity Decider v1.1 27B
Perplexity · Apache-2.0
A separate decision readout and saved calibration temperature. Follow the card’s attention-mode and access notes.
ModelsPublisher model card
GLiNER2.5-Decide
Fastino · Apache-2.0
A 340M English classifier with runtime label sets and single-label or multi-label decisions.
ModelsPublisher model card
d3
vLLM Semantic Router · Apache-2.0
A text, image, and video decision model with Choice, Yes/No, and Score outputs.
ModelsPublisher model card
Clef
Cloudflare · Apache-2.0
A multimodal model with a joint schema head, returning probabilities over allowed answers.