Ling 2.6 Flash Mlx 4bit DWQ by mlx-community

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Ling 2.6 Flash Mlx 4bit DWQ is an open-source language model by mlx-community. Features: 104.2b LLM, VRAM: 58.6GB, Context: 128K, License: mit, Quantized, LLM Explorer Score: 0.35.

  4-bit   4bit   Bailing hybrid Base model:inclusionai/ling-2.... Base model:quantized:inclusion...   Conversational   Custom code   En   Mlx   Quantized   Region:us   Safetensors   Sharded   Tensorflow

Ling 2.6 Flash Mlx 4bit DWQ Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Ling 2.6 Flash Mlx 4bit DWQ Parameters and Internals

LLM NameLing 2.6 Flash Mlx 4bit DWQ
Repository 🤗https://huggingface.co/mlx-community/Ling-2.6-flash-mlx-4bit-DWQ 
Base Model(s)  inclusionAI/Ling-2.6-flash   inclusionAI/Ling-2.6-flash
Model Size104.2b
Required VRAM58.6 GB
Updated2026-05-02
Maintainermlx-community
Model Typebailing_hybrid
Model Files  4.9 GB: 1-of-12   5.0 GB: 2-of-12   4.9 GB: 3-of-12   5.0 GB: 4-of-12   5.0 GB: 5-of-12   4.9 GB: 6-of-12   5.0 GB: 7-of-12   5.0 GB: 8-of-12   4.9 GB: 9-of-12   5.0 GB: 10-of-12   5.0 GB: 11-of-12   4.0 GB: 12-of-12
Supported Languagesen
Quantization Type4bit
Model ArchitectureBailingMoeV2_5ForCausalLM
Licensemit
Context Length131072
Model Max Length131072
Transformers Version4.56.2
Tokenizer ClassTokenizersBackend
Padding Token<|endoftext|>
Vocabulary Size157184
Torch Data Typebfloat16

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
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Multi-Language Support and Translation  

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Release v20260328a