inclusionAI/Ling-3.0-flash开源了新模型

inclusionAI/Ling-3.0-flash · Hugging Face Hugging Face (https://huggingface.co/) Models (https://huggingface.co/models) Datasets (https://huggingface.co/datasets) Spaces (https://huggingface.co/spaces) Buckets new (https://huggingface.co/storage) Docs (https://huggingface.co/docs) Enterprise (https://huggingface.co/enterprise) Pricing (https://huggingface.co/pricing) Website Tasks (https://huggingface.co/tasks) HuggingChat (https://huggingface.co/chat) Collections (https://huggingface.co/collections) Languages (https://huggingface.co/languages) Organizations (https://huggingface.co/organizations) Community Blog (https://huggingface.co/blog) Posts (https://huggingface.co/posts) Daily Papers (https://huggingface.co/papers) Hardware (https://huggingface.co/hardware) Learn (https://huggingface.co/learn) Discord (https://huggingface.co/join/discord) Forum (https://discuss.huggingface.co/) GitHub (https://github.com/huggingface) Solutions Team & Enterprise (https://huggingface.co/enterprise) Hugging Face PRO (https://huggingface.co/pro) Enterprise Support (https://huggingface.co/support) Inference Providers (https://huggingface.co/inference/models) Inference Endpoints (https://huggingface.co/inference-endpoints) Storage Buckets (https://huggingface.co/storage) Log In (https://huggingface.co/login) Sign Up (https://huggingface.co/join) (https://huggingface.co/inclusionAI) inclusionAI (https://huggingface.co/inclusionAI) / Ling-3.0-flash (https://huggingface.co/inclusionAI/Ling-3.0-flash) like 244 Follow inclusionAI 2.48k Text Generation (https://huggingface.co/models?pipeline_tag=text-generation) Safetensors (https://huggingface.co/models?library=safetensors) bailing_hybrid (https://huggingface.co/models?other=bailing_hybrid) conversational (https://huggingface.co/models?other=conversational) custom_code (https://huggingface.co/models?other=custom_code) Eval Results (https://huggingface.co/models?other=eval-results) License: mit Model card (https://huggingface.co/inclusionAI/Ling-3.0-flash) Files Files and versions xet (https://huggingface.co/inclusionAI/Ling-3.0-flash/tree/main) Community 13 (https://huggingface.co/inclusionAI/Ling-3.0-flash/discussions) Copy to bucket new Introduction (https://huggingface.co/inclusionAI/Ling-3.0-flash#introduction) Model Overview (https://huggingface.co/inclusionAI/Ling-3.0-flash#model-overview) Evaluation (https://huggingface.co/inclusionAI/Ling-3.0-flash#evaluation) Quickstart (https://huggingface.co/inclusionAI/Ling-3.0-flash#quickstart) SGLang (https://huggingface.co/inclusionAI/Ling-3.0-flash#sglang) Install SGLang (https://huggingface.co/inclusionAI/Ling-3.0-flash#install-sglang) Run Inference (https://huggingface.co/inclusionAI/Ling-3.0-flash#run-inference) vLLM (https://huggingface.co/inclusionAI/Ling-3.0-flash#vllm) Install our vLLM (https://huggingface.co/inclusionAI/Ling-3.0-flash#install-our-vllm) Run Inference (https://huggingface.co/inclusionAI/Ling-3.0-flash#run-inference-1) 🤗 Hugging Face (https://huggingface.co/inclusionAI)    |   🤖 ModelScope (https://modelscope.cn/organization/inclusionAI)    |   🐙 OpenRouter (https://openrouter.ai/inclusionai/ling-3.0-flash:free) (https://huggingface.co/inclusionAI/Ling-3.0-flash#introduction) Introduction We're introducing Ling-3.0-flash, our next-generation native hybrid reasoning model. Operating with 124B total and 5.1B active parameters (~12.4% and ~8.1% of our previous 1T-class flagship Ring-2.6-1T), Ling-3.0-flash matches or outperforms its predecessor across key benchmarks. Key highlights of the model are summarized below: Native Hybrid-Linear Architecture: Ling-3.0 adopts a native hybrid linear attention architecture from the very start of pretraining (5:1 alternating stacking of Kimi Delta Attention (KDA) and MLA), upgraded with KDA fine-grained diagonal gating and 1/64 sparse MoE. With 124B total parameters and 5.1B activated parameters, it achieves a synergistic leap in long-cont

InclusionAI inclusionAI/Ling-3.0-flash inclusionAI/Ling-3.0-flash https://huggingface.co/inclusionAI/Ling-3.0-flash