Ring Mini 2.0 by inclusionAI

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Ring Mini 2.0 is an open-source language model by inclusionAI. Features: 16.3b LLM, VRAM: 32.5GB, Context: 32K, License: mit, LLM Explorer Score: 0.27.

  Arxiv:2510.18855   Bailing moe Base model:finetune:inclusiona... Base model:inclusionai/ling-mi...   Conversational   Custom code   Region:us   Safetensors   Sharded   Tensorflow

Ring Mini 2.0 Benchmarks

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

Ring Mini 2.0 Parameters and Internals

LLM NameRing Mini 2.0
Repository 🤗https://huggingface.co/inclusionAI/Ring-mini-2.0 
Base Model(s)  inclusionAI/Ling-mini-base-2.0-20T   inclusionAI/Ling-mini-base-2.0-20T
Model Size16.3b
Required VRAM32.5 GB
Updated2026-04-11
MaintainerinclusionAI
Model Typebailing_moe
Model Files  10.0 GB: 1-of-4   10.0 GB: 2-of-4   10.0 GB: 3-of-4   2.5 GB: 4-of-4
Model ArchitectureBailingMoeV2ForCausalLM
Licensemit
Context Length32768
Model Max Length32768
Transformers Version4.52.3
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|endoftext|>
Vocabulary Size157184
Torch Data Typebfloat16

Best Alternatives to Ring Mini 2.0

Best Alternatives
Context / RAM
Downloads
Likes
Ling Mini 2.032K / 32.4 GB16409190
Note: green Score (e.g. "73.2") means that the model is better than inclusionAI/Ring-mini-2.0.

Rank the Ring Mini 2.0 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