105 models · updated 2 November 2026

Decision models beyond English

Models whose cards claim a language other than English. The community benchmark everyone reports against is English only, so none of these have a comparable public number.

Community card

laya-multilingual

convaiinnovations

The only multilingual decision model we have found, a 322M encoder on mmBERT. Also the one our English-only test set cannot say anything useful about.

322M · apache-2.0

Community card

agent-jev

aimeigaoshou

Qwen3-0.6B fine-tuned to return typed decisions, 598M parameters.

598M · Qwen/Qwen3-0.6B · apache-2.0

Community card

OpenThai-SystemOne

iapp

Qwen3.5-0.8B-Base fine-tuned to return typed decisions, 753M parameters.

753M · Qwen/Qwen3.5-0.8B-Base · apache-2.0

Community card

LFM2.5-350M-RLCD

notnotsamuel

A typed-decision model from notnotsamuel, 354M parameters. Licensed other, check before commercial use.

354M · other

Community card

Jev-Style-0.8B-Decision-v3-GGUF

chaoliangUNSW

A GGUF build of Jev-Style-0.8B-Decision-v3, for running typed decisions on llama.cpp instead of a hosted API.

752M · chaoliangUNSW/Jev-Style-0.8B-Decision-v3 · apache-2.0

Community card

modernbert-ja-310m-jev

argos1111

modernbert-ja-310m fine-tuned to return typed decisions, 315M parameters. Licensed cc-by-sa-4.0, check before commercial use.

315M · sbintuitions/modernbert-ja-310m · cc-by-sa-4.0

Community card

Jev-Omni-Q4_K_M-GGUF

Reza2kn

A GGUF build of Jev-Omni, for running typed decisions on llama.cpp instead of a hosted API.

12B · akhilaaa3/Jev-Omni · apache-2.0

Community card

LFM2.5-2.6B-RLCD

monotykamary

LFM2.5-2.6B fine-tuned to return typed decisions, 2.7B parameters. Licensed other, check before commercial use.

2.7B · LiquidAI/LFM2.5-2.6B · other

Community card

raya

TextCortex

laya fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya · apache-2.0

Community card

Laya-Multilingual-LiteRT

litert-community

A quantised build of laya-multilingual, for running typed decisions on a local runtime instead of a hosted API.

convaiinnovations/laya-multilingual · apache-2.0

Community card

ara-jev-Faisal

Omartificial-Intelligence-Space

Qwen3.5-4B fine-tuned to return typed decisions, 4.7B parameters.

4.7B · Qwen/Qwen3.5-4B · cc-by-nc-4.0

Community card

serigy-jev

wendellperbar

manaca-1b-base fine-tuned to return typed decisions.

AIInstituteLNCC/manaca-1b-base · mit

Community card

jev-Ternary-Bonsai-2-27B-Abliterated-PTQ1_0

hotdogs

A GGUF build of Ternary-Bonsai-2-27B-Abliterated-PTQ1_0-GGUF, for running typed decisions on llama.cpp instead of a hosted API.

27B · BoldingBuilds/Ternary-Bonsai-2-27B-Abliterated-PTQ1_0-GGUF · apache-2.0

Community card

jev-novel-2.5-0.8b-bf16

aikexue170

Qwen3.5-0.8B fine-tuned to return typed decisions, 752M parameters.

752M · Qwen/Qwen3.5-0.8B · apache-2.0

Community card

laya-hebrew

RoeiG

neodictabert-bilingual fine-tuned to return typed decisions, 378M parameters.

378M · dicta-il/neodictabert-bilingual · cc-by-nc-sa-4.0

Community card

laya-LiteRT

litert-community

A quantised build of laya, for running typed decisions on a local runtime instead of a hosted API.

convaiinnovations/laya · apache-2.0

Community card

wolf-defender-jev

patronus-studio

mmBERT-small fine-tuned to return typed decisions, 151M parameters.

151M · jhu-clsp/mmBERT-small · mit

Community card

laya-pt-es-typed

telepatia-ai

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

Qwen3-14B-RLCD-Decision-LoRA

Foodoo1

A LoRA adapter that turns Qwen3-14B into a typed-decision model without shipping full weights.

Qwen/Qwen3-14B · apache-2.0

Community card

pplx-decider-v1.1-27b-GGUF

Livesport

A GGUF build of pplx-decider-v1.1-27b, for running typed decisions on llama.cpp instead of a hosted API.

26B · perplexity-ai/pplx-decider-v1.1-27b · apache-2.0

Community card

archai-jev-zagreus-0.4b-ita

nickprock

zagreus-0.4B-ita fine-tuned to return typed decisions, 438M parameters.

438M · mii-llm/zagreus-0.4B-ita

Community card

laya-gguf-persian-multilingual-decision

fibonacciai

A GGUF build of laya, for running typed decisions on llama.cpp instead of a hosted API.

323M · convaiinnovations/laya · apache-2.0

Community card

jev-novel-3-27b-fp8

aikexue170

Qwen3.8-27B fine-tuned to return typed decisions, 27B parameters.

27B · Qwen/Qwen3.8-27B · apache-2.0

Community card

turnike-jev-4b

berkay123001

Qwen3.5-4B fine-tuned to return typed decisions.

Qwen/Qwen3.5-4B · apache-2.0

Community card

Laya-Hebrew-V2.1

RoeiG

Laya-Hebrew-V2 fine-tuned to return typed decisions, 406M parameters.

406M · RoeiG/Laya-Hebrew-V2 · cc-by-nc-sa-4.0

Community card

jev-spatial

Fr0zencr4nE

Molmo2-ER fine-tuned to return typed decisions.

allenai/Molmo2-ER · apache-2.0

Community card

laya-multilingual-onnx-int4

androidli

An ONNX build of laya, for running typed decisions on ONNX Runtime instead of a hosted API.

convaiinnovations/laya · apache-2.0

Community card

decider-4b-v2-GGUF

mindchain

A GGUF build of decider-4b-v2, for running typed decisions on llama.cpp instead of a hosted API.

4.2B · Mapika/decider-4b · apache-2.0

Community card

laya-cybersec

TextCortex

laya fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya · other

Community card

jev-novel-2.5-4b-bf16

aikexue170

Qwen3.5-4B fine-tuned to return typed decisions, 4.2B parameters.

4.2B · Qwen/Qwen3.5-4B · apache-2.0

Community card

Qwev-9B-RLCD

gyung

kev-9b fine-tuned to return typed decisions.

jaredpalmer/kev-9b · apache-2.0

Community card

laya-burmese-sib200

aungthuhein-dev

laya fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya · apache-2.0

Community card

hertz-1

telepatia-ai

parakeet-tdt-0.6b-v3 fine-tuned to return typed decisions.

nvidia/parakeet-tdt-0.6b-v3 · other

Community card

HydraQwen3.5-0.8B-Jev

athrael-soju

Qwen3.5-0.8B fine-tuned to return typed decisions.

Qwen/Qwen3.5-0.8B · apache-2.0

Community card

jev-guard-v3.2-2b

hubin

Qwen3.5-2B fine-tuned to return typed decisions.

Qwen/Qwen3.5-2B · other

Community card

jev-ru-4b-lora-v2

nouton

A LoRA adapter that turns Qwen3.5-4B into a typed-decision model without shipping full weights.

Qwen/Qwen3.5-4B · cc-by-nc-4.0

Community card

Jev-Style-0.8B-Decision-v3-MLX

chaoliangUNSW

An MLX build of Jev-Style-0.8B-Decision-v3, for running typed decisions on Apple Silicon instead of a hosted API.

chaoliangUNSW/Jev-Style-0.8B-Decision-v3 · apache-2.0

Community card

laya-ko

2nugu

laya fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya · apache-2.0

Community card

recmeets-laya-words

somniusx

laya fine-tuned to return typed decisions.

convaiinnovations/laya · apache-2.0

Community card

laya-multilingual-onnx

soyelmismo

An ONNX build of laya-multilingual, for running typed decisions on ONNX Runtime instead of a hosted API.

convaiinnovations/laya-multilingual · apache-2.0

Community card

LFM2.5-350M-RLCD-GGUF

NANI-Nithin

A GGUF build of LFM2.5-350M-RLCD, for running typed decisions on llama.cpp instead of a hosted API.

354M · notnotsamuel/LFM2.5-350M-RLCD · other

Community card

laya-multilingual-gguf

fr0stbit3

A GGUF build of laya-multilingual, for running typed decisions on llama.cpp instead of a hosted API.

307M · convaiinnovations/laya-multilingual · apache-2.0

Community card

OpenThai-SystemOne-GGUF

iapp

A GGUF build of OpenThai-SystemOne, for running typed decisions on llama.cpp instead of a hosted API.

752M · iapp/OpenThai-SystemOne · apache-2.0

Community card

OpenThai-SystemOne-Ollama

iapp

OpenThai-SystemOne fine-tuned to return typed decisions, 752M parameters.

752M · iapp/OpenThai-SystemOne · apache-2.0

Community card

statim-decide-multilingual-base

Beko2210

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · other

Community card

laya-mm-guard-v3-gguf

OidoStudio

A GGUF build of laya-multilingual, for running typed decisions on llama.cpp instead of a hosted API.

307M · convaiinnovations/laya-multilingual · apache-2.0

Community card

Erabo-2B

tanakaisworking

decider-2b fine-tuned to return typed decisions, 1.9B parameters.

1.9B · Mapika/decider-2b · apache-2.0

Community card

Gemma-1B-Jev-Decision-Classification-SystemOne

mondk

gemma-3-1b-pt fine-tuned to return typed decisions, 1000M parameters.

1000M · google/gemma-3-1b-pt · gemma

Community card

JEV-27B-VL-exl3-4bpw

jyohukuchan

JEV-27B-VL fine-tuned to return typed decisions, 8.5B parameters.

8.5B · autotrust/JEV-27B-VL · apache-2.0

Community card

dana-laya-0.3b-persian

amiralifirouzi

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

Jev-LCT-Qwen2.5-1.5B

CaoHaoWei

Jev-LCT-Qwen2.5-1.5B, an open-weight model published to return typed decisions, 1.5B parameters.

1.5B · apache-2.0

Community card

Laya-Hebrew-V2

RoeiG

laya-hebrew fine-tuned to return typed decisions, 406M parameters.

406M · RoeiG/laya-hebrew · cc-by-nc-sa-4.0

Community card

local-typed-decisions

bssgoat

A GGUF build of Qwen3-4B, for running typed decisions on llama.cpp instead of a hosted API.

4B · Qwen/Qwen3-4B · apache-2.0

Community card

statim-decide-multilingual-base-pii

Beko2210

statim-decide-multilingual-base fine-tuned to return typed decisions, 3M parameters.

3M · Beko2210/statim-decide-multilingual-base · other

Community card

jev-decider-qwen3-4b

mogita

Qwen3-4B fine-tuned to return typed decisions.

Qwen/Qwen3-4B · apache-2.0

Community card

jev-my-bro-th1200

JonusNattapong

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

Miya-0.2

snowman6

laya-multilingual fine-tuned to return typed decisions.

convaiinnovations/laya-multilingual · apache-2.0

Community card

Arbiter-4B

Goddragon

NeoHorse-Jev-4B fine-tuned to return typed decisions.

TokenRhythm/NeoHorse-Jev-4B · apache-2.0

Community card

Jev-LCT-Adapters

CaoHaoWei

Jev-LCT-Adapters, an open-weight model published to return typed decisions.

apache-2.0

Community card

kodoom

Farahani

laya-multilingual fine-tuned to return typed decisions.

convaiinnovations/laya-multilingual · apache-2.0

Community card

rubert-tiny-turbo-typed-decisions-ru

yyhlm

rubert-tiny-turbo fine-tuned to return typed decisions, 32M parameters.

32M · sergeyzh/rubert-tiny-turbo · apache-2.0

Community card

Sakura-Humanlike-Chat-2.0-JEV-AutoRound-GGUF

webmp3

A GGUF build of JEV-27B, for running typed decisions on llama.cpp instead of a hosted API.

27B · autotrust/JEV-27B · apache-2.0

Community card

jev-novel-2.5-4b-GGUF

aikexue170

A GGUF build of jev-novel-2.5-4b-bf16, for running typed decisions on llama.cpp instead of a hosted API.

4.2B · aikexue170/jev-novel-2.5-4b-bf16 · apache-2.0

Community card

ara-jev-Faisal-GGUF

mradermacher

A GGUF build of ara-jev-Faisal, for running typed decisions on llama.cpp instead of a hosted API.

4.3B · Omartificial-Intelligence-Space/ara-jev-Faisal · cc-by-nc-4.0

Community card

aimtas-laya-multilingual-GGUF

letrthang

A GGUF build of laya-multilingual, for running typed decisions on llama.cpp instead of a hosted API.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

jev-student-4b-yizao

vincentzhou

A GGUF build of Qwen3.5-4B-Base, for running typed decisions on llama.cpp instead of a hosted API.

4.2B · Qwen/Qwen3.5-4B-Base · apache-2.0

Community card

jev-novel-2.5-0.8b-GGUF

aikexue170

A GGUF build of jev-novel-2.5-0.8b-bf16, for running typed decisions on llama.cpp instead of a hosted API.

752M · aikexue170/jev-novel-2.5-0.8b-bf16 · apache-2.0

Community card

MacJev-322M-4K-Laya-GGUF

chaoliangUNSW

A GGUF build of MacJev-322M-4K-Laya, for running typed decisions on llama.cpp instead of a hosted API.

307M · chaoliangUNSW/MacJev-322M-4K-Laya · apache-2.0

Community card

jev-japanese-judgment

fukayatti0

LFM2.5-1.2B-JP-202606 fine-tuned to return typed decisions, 3M parameters.

3M · LiquidAI/LFM2.5-1.2B-JP-202606 · other

Community card

laya-swedish-preference-gate

jonasaise

laya fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya · apache-2.0

Community card

jev-qwen3.5-4b-legal-lora

Nebulaw1

A LoRA adapter that turns Qwen3.5-4B-Base into a typed-decision model without shipping full weights.

Qwen/Qwen3.5-4B-Base · apache-2.0

Community card

llm-jp-4.1-33b-systemone-experimental

shunmoridev

llm-jp-4.1-33b-thinking fine-tuned to return typed decisions, 33B parameters.

33B · llm-jp/llm-jp-4.1-33b-thinking · other

Community card

ModernBERT-Ja-310M-Decision-LiteRT

mlboydaisuke

A quantised build of modernbert-ja-310m-jev, for running typed decisions on a local runtime instead of a hosted API.

argos1111/modernbert-ja-310m-jev · cc-by-sa-4.0

Community card

sarashina2.2-vision-3b-mmproj-jev-f16

argos1111

A GGUF build of sarashina2.2-vision-3b, for running typed decisions on llama.cpp instead of a hosted API.

446M · sbintuitions/sarashina2.2-vision-3b · mit

Community card

jeb-typed-decisions

IJyad

jeb fine-tuned to return typed decisions, 178M parameters.

178M · IJyad/jeb · apache-2.0

Community card

decision-head-qwen3.5-4b-rlcd-32k

AstroHan

Qwen3.5-4B fine-tuned to return typed decisions.

Qwen/Qwen3.5-4B · apache-2.0

Community card

Delveta-LayaChoice-v2

eric-ml-nlp

laya fine-tuned to return typed decisions.

convaiinnovations/laya

Community card

laya-bangla

algolyzer

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

OpenThai-SystemOne-MLX-mxfp4

iapp

An MLX build of OpenThai-SystemOne, for running typed decisions on Apple Silicon instead of a hosted API.

752M · iapp/OpenThai-SystemOne · apache-2.0

Community card

xlm-roberta-systemone

itsdevice

xlm-roberta-base fine-tuned to return typed decisions, 278M parameters.

278M · FacebookAI/xlm-roberta-base · mit

Community card

decider-0.8b-lora-onnx

Jotapostre

An ONNX build of decider-0.8b, for running typed decisions on ONNX Runtime instead of a hosted API.

Mapika/decider-0.8b · apache-2.0

Community card

OpenThai-SystemOne-MLX-bf16

iapp

An MLX build of OpenThai-SystemOne, for running typed decisions on Apple Silicon instead of a hosted API.

752M · iapp/OpenThai-SystemOne · apache-2.0

Community card

statim-decide-multilingual-base-emotion

Beko2210

statim-decide-multilingual-base fine-tuned to return typed decisions, 3M parameters.

3M · Beko2210/statim-decide-multilingual-base · other

Community card

vigil

safecircleai

A quantised build of laya-multilingual, for running typed decisions on a local runtime instead of a hosted API.

322M · convaiinnovations/laya-multilingual · other

Community card

gemma-4-E4B-it-unsloth-bnb-4bit_qlora_typed-decisions-de

johannhartmann

A LoRA adapter that turns gemma-4-E4B-it into a typed-decision model without shipping full weights.

8B · google/gemma-4-E4B-it · apache-2.0

Community card

OpenThai-SystemOne-bnb-4bit

iapp

OpenThai-SystemOne fine-tuned to return typed decisions, 753M parameters.

753M · iapp/OpenThai-SystemOne · apache-2.0

Community card

OpenThai-SystemOne-MLX-8bit

iapp

An MLX build of OpenThai-SystemOne, for running typed decisions on Apple Silicon instead of a hosted API.

752M · iapp/OpenThai-SystemOne · apache-2.0

Community card

laya-bangla-lora

algolyzer

A LoRA adapter that turns laya-multilingual into a typed-decision model without shipping full weights.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

OpenThai-SystemOne-MLX-nvfp4

iapp

An MLX build of OpenThai-SystemOne, for running typed decisions on Apple Silicon instead of a hosted API.

752M · iapp/OpenThai-SystemOne · apache-2.0

Community card

OpenThai-SystemOne-W8A8-INT8

iapp

A quantised build of OpenThai-SystemOne, for running typed decisions on a local runtime instead of a hosted API.

753M · iapp/OpenThai-SystemOne · apache-2.0

Community card

OpenThai-SystemOne-FP8-Dynamic

iapp

A quantised build of OpenThai-SystemOne, for running typed decisions on a local runtime instead of a hosted API.

753M · iapp/OpenThai-SystemOne · apache-2.0

Community card

OpenThai-SystemOne-NVFP4A16

iapp

OpenThai-SystemOne fine-tuned to return typed decisions, 753M parameters.

753M · iapp/OpenThai-SystemOne · apache-2.0

Community card

turkic-relevance-laya-multilingual

mutkuoz

laya-multilingual fine-tuned to return typed decisions, 307M parameters.

307M · convaiinnovations/laya-multilingual · apache-2.0

Community card

OpenThai-SystemOne-MLX-4bit

iapp

An MLX build of OpenThai-SystemOne, for running typed decisions on Apple Silicon instead of a hosted API.

752M · iapp/OpenThai-SystemOne · apache-2.0

Community card

laya-pt-es-nli

telepatia-ai

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

OpenThai-SystemOne-W4A16-GPTQ

iapp

A quantised build of OpenThai-SystemOne, for running typed decisions on a local runtime instead of a hosted API.

753M · iapp/OpenThai-SystemOne · apache-2.0

Community card

laya-sentiment-multilingual

Ramg77

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

OpenThai-SystemOne-bnb-8bit

iapp

OpenThai-SystemOne fine-tuned to return typed decisions, 753M parameters.

753M · iapp/OpenThai-SystemOne · apache-2.0

Community card

jev-qwen3.5-0.8b-legal-lora

Nebulaw1

A LoRA adapter that turns Qwen3.5-0.8B-Base into a typed-decision model without shipping full weights.

Qwen/Qwen3.5-0.8B-Base · apache-2.0

Community card

OpenThai-SystemOne-NVFP4

iapp

OpenThai-SystemOne fine-tuned to return typed decisions, 753M parameters.

753M · iapp/OpenThai-SystemOne · apache-2.0

Community card

laya-multilingual-bn-ecom-voice

nafiullah

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · cc-by-nc-sa-4.0

Community card

Laya-Multilingual-CoreAI

mlboydaisuke

laya fine-tuned to return typed decisions.

convaiinnovations/laya · apache-2.0

Community card

jev-my-bro-th960

JonusNattapong

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

laya-multitask-intents

sallout

laya-multilingual fine-tuned to return typed decisions, 322M parameters.

322M · convaiinnovations/laya-multilingual · apache-2.0

Community card

laya-sentiment-multilingual-coreml

Ramg77

A Core ML build of laya-sentiment-multilingual, for running typed decisions on on-device Apple runtimes instead of a hosted API.

Ramg77/laya-sentiment-multilingual · apache-2.0

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