Innovation
9 sources
Qwen3.5 4B + grabbing logits is almost "Jev"? Or even just Qwen Reranker?
Saw the new Introducing System One Models & Jev - TypeSafe AI Blog Jev model which just outputs probabilities given choices and I thought it sounded a something the Qwen reranker models could do? Then I tried implementing it and got even better resul...
Openjev
https://huggingface.co/AlexWortega/openjev I build an openjev, it can play games and do everything what jev can. and yes - it's trained as crossencoder
What do you think about Jev and RLCD in general? (Here is my personal take)
Last night my X feed was bombarded with Type Safe AI's Jev model and their technique of RLCD. I am glad to find models which can do things with less money and compute power but I honestly couldn't understand what did they do except making a very good...
IFM/K2-Horizon-7B-Uno · Hugging Face - 5200tps with no quality loss
IFM released K2-Horizon-7B , diffusion augmented LLM at upto 5200 tps, with claimed lossless speedup. causal LLM architecture and adds a plug-and-play diffusion adapter alongside the autoregressive weights. https://arxiv.org/abs/2609.04010
Ternary Bonsai 2 (27B) just released on Hugging Face. At <6GB in size, it can even run locally in-browser on WebGPU.
The model is derived from Qwen3.8-27B, a 27B hybrid-attention causal language model (architecture unchanged), but uses ternary weights to shrink model size down to <6GB in size. According to the model card, it's 9x smaller than FP16 while retaining 9...
still doesn’t get what Jev is…..is it just a more generalised BERT?
Looking at jev launch website and demo video on x.com…. it seems like it’s a very intelligent classifier with custom prompt and custom criteria instruction reading capabilities. It can do well defined narrow and well defined task Me, following NLP si...
Ternary Bonsai is a headless chicken
Ternary Bonsai 2 27B Tried it out and was excited. Gave it a prompt "create a 3d little planet globe where I (player can walk around) and it has all these biomes to explore, the globe doesn't have to be too big, but still fun to go around. It's about...
Made the horizontal open-source model for Jev with RLCD, and it surpasses all the Jev benchmarks. HF space, benchmark, model, repo
Thanks for the exceptional support ( https://www.reddit.com/r/LocalLLaMA/comments/1wijo3e/i\_literally\_built\_the\_jev\_architecture\_one\_year/ ) and for the dozens of requests to make a generic model, run benchmarks, and create an HF space so anyo...