https://huggingface.co/Contrastive-LM/CLM-v0.1-8B
https://huggingface.co/crh225/plumb-4b
https://huggingface.co/denis-pplx/autojev-27b
https://huggingface.co/Falconsai/LightDec
https://huggingface.co/Falconsai/LightDec_V2
https://huggingface.co/fastino/GLiNER2.5-Decide
https://huggingface.co/internlm/Intern-Decision-4B
https://huggingface.co/kitaniai/OpenJudgement-4B-Preview
https://huggingface.co/Kwokou/BeeNara
https://huggingface.co/manjunathshiva/opendecider-small-td-GGUF
https://huggingface.co/mohit67890/imajev-4b
https://huggingface.co/Mr-Shmoo/sonda-1.0-4B
https://huggingface.co/mstrasser/Jeff-Qwen3.5-0.8B-emotion
https://huggingface.co/mstrasser/Jeff-Qwen3.5-2B
https://huggingface.co/n4ze3m/Qwen3.5-4B-Hmm
https://huggingface.co/OmniJev/OneJev-0.8B
https://huggingface.co/org2ai/Wald-4B
https://huggingface.co/Reza2kn/Bev
https://huggingface.co/richardyoung/Bev-9B-inverted
https://huggingface.co/SargeDev/Jev_Qwen3.8-27B
https://huggingface.co/startlux-models/StartLux-Decision-4B
https://huggingface.co/startlux-models/StartLux-Decision-9B
https://huggingface.co/SupersonicLabs/Julia-1
https://huggingface.co/togethercomputer/Tev1-4B-experimental
Interesting list. These caught my eye when I was looking into this a couple weeks ago, but I haven’t gotten around to trying them out yet:
This one supposedly beats Jev at its own game:
https://huggingface.co/Cloudflare/clef (27B)
https://huggingface.co/Cloudflare/clef-flash (9B)
Requires a modded llama-server to run, but I find this project especially interesting. They have extracted the fine-tuning and decision making head from Clef (which is a modded Qwen3.8-27B), to make it possible to run both Clef and normal Qwen at the same time, while sharing the majority of the parameters.
What’s this 🤣 https://huggingface.co/richardyoung/Bev-9B-inverted
What’s all this JEV stuff about?
Basically if you give it some options it only outputs the ranking of the options rather than generating text and specializing in this decisionmaking has some major benefits in some cases.
So its used in conjunction with other models to make decisions?
