Ling 2.6 Flash by inclusionAI

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Ling 2.6 Flash is an open-source language model by inclusionAI. Features: 107.5b LLM, VRAM: 208.2GB, Context: 128K, License: mit, LLM Explorer Score: 0.41.

  Arxiv:2606.15079   Bailing hybrid   Conversational   Custom code   En   Eval-results   Region:us   Safetensors   Sharded   Tensorflow

Ling 2.6 Flash 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 Parameters and Internals

LLM NameLing 2.6 Flash
Repository 🤗https://huggingface.co/inclusionAI/Ling-2.6-flash 
Model Size107.5b
Required VRAM208.2 GB
Updated2026-07-03
MaintainerinclusionAI
Model Typebailing_hybrid
Model Files  7.8 GB: 1-of-26   10.7 GB: 2-of-26   8.6 GB: 3-of-26   6.5 GB: 4-of-26   6.8 GB: 5-of-26   7.7 GB: 6-of-26   6.4 GB: 7-of-26   6.5 GB: 8-of-26   6.5 GB: 9-of-26   10.7 GB: 10-of-26   8.6 GB: 11-of-26   10.7 GB: 12-of-26   10.0 GB: 13-of-26   10.7 GB: 14-of-26   8.6 GB: 15-of-26   6.5 GB: 16-of-26   6.5 GB: 17-of-26   10.7 GB: 18-of-26   9.9 GB: 19-of-26   6.4 GB: 20-of-26   6.4 GB: 21-of-26   6.5 GB: 22-of-26   6.5 GB: 23-of-26   6.5 GB: 24-of-26   7.7 GB: 25-of-26   7.8 GB: 26-of-26   6.6 GB
Supported Languagesen
Model ArchitectureBailingMoeV2_5ForCausalLM
Licensemit
Context Length131072
Model Max Length131072
Transformers Version4.56.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|endoftext|>
Vocabulary Size157184
Torch Data Typebfloat16

Quantized Models of the Ling 2.6 Flash

Model
Likes
Downloads
VRAM
Ling 2.6 Flash Mlx 4bit DWQ435158 GB
Ling 2.6 Flash MLX 9bit291117 GB
Ling 2.6 Flash Mlx 4bit25358 GB
Ling 2.6 Flash Mlx 4bit Gs3222465 GB

Rank the Ling 2.6 Flash Capabilities

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

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Release v20260328a