A 3B-decoder streaming ASR model with 240–560 ms delay. With the authors' adapted vLLM build, a rolling KV cache lets it transcribe audio of any length at constant memory.
Edge0/Audio8-ASR-Infinite
A contrastive scorer on frozen Qwen3-8B embeddings. It ranks the candidates you give it and answers typed questions about a state.
Contrastive-LM/CLM-v0.1-8B
NetEase Youdao's streaming ASR model built on Qwen3-ASR: transcript text never gets rewritten, with 80 ms to 2 s chunks. Setup, code and caveats.
netease-youdao/Confucius4-R2T2
A LoRA adapter plus a small decision head on Gemma-4-26B-A4B that gives a calibrated probability for every option in about 45 ms, and can think when it is unsure.
autotrust/GEV-26B-Decide
A 27B vision decision model that returns a calibrated probability for every option in one forward pass. Here's how to serve it and use it.
autotrust/JEV-27B-VL
Jina-OCR-v1 is a 570M-active-parameter OCR model that turns page images into Markdown. Here is how to run it with Transformers, vLLM, or the hosted API.
jinaai/jina-ocr-v1
Xiaomi's 1.02T-parameter MoE model has 1M context and omnimodal input, and was trained for agents. Here is how to serve it with vLLM or SGLang.
XiaomiMiMo/MiMo-V2.6-Pro-RL
NeoHorse-1-4B is a text-only Qwen3.5-4B fine-tune for agent harnesses, tool use and coding. Here is how to serve it with SGLang or vLLM.
TokenRhythm/NeoHorse-1-4B
Qwen's 125B MoE with 6B active params handles text, images and video. What it's good at, how to call it, and where it falls short.
Qwen/Qwen3.8-Flash-Next
Kolibri 1 is a German–English reasoning model with only 3.5B active parameters. How to serve it, control its thinking effort, and wire up tool calling.
Aleph-Alpha/Kolibri-1