inclusionAI Releases Ming-3.0-audio-flash: 126B MoE Audio Model, MIT

BerryBlush_Rogers691 · reddit · 2026-10-19

inclusionAI released Ming-3.0-audio-flash on Hugging Face under MIT: a 126B-total/6.5B-active MoE handling audio understanding plus speech output (optional Talker with built-in or reference voices). It covers transcription, spoken Q&A, long-recording understanding, and reasoning over speech, sounds and music, with Chinese/English plus claimed dialect and noise robustness. Benchmarks show 3.45 average Chinese ASR CER and 9.40 dialect CER, beating Seed2.0 Lite, Qwen3.8-Omni Flash and Gemini 3.8 Flash on those. Deployment docs cover Transformers, SGLang (4 GPUs) and vLLM-Omni (8×80GB H800 for the 128K profile).

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