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Ling 1T by inclusionAI

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Ling 1T is an open-source language model by inclusionAI. Features: 999.7b LLM, VRAM: 575.4GB, Context: 32K, License: mit, LLM Explorer Score: 0.42, ELO: 1208.

  Arxiv:2507.17634   Arxiv:2507.17702   Arxiv:2510.22115   Bailing moe   Conversational   Custom code   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/inclusionAI/Ling-1T 

Ling 1T Benchmarks

LMSys ELO: 1208 vs 1272 (so35)-5%
LLME Score: 0.41986
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Ling 1T (inclusionAI/Ling-1T)
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Ling 1T Parameters and Internals

LLM NameLing 1T
Repository 🤗https://huggingface.co/inclusionAI/Ling-1T 
Model Size999.7b
Required VRAM575.4 GB
Updated2026-04-22
MaintainerinclusionAI
Model Typebailing_moe
Model Files  2.6 GB: 1-of-155   17.2 GB: 2-of-155   10.7 GB: 3-of-155   3.3 GB: 4-of-155   17.2 GB: 5-of-155   8.7 GB: 6-of-155   17.2 GB: 7-of-155   8.6 GB: 8-of-155   17.2 GB: 9-of-155   8.7 GB: 10-of-155   17.2 GB: 11-of-155   8.6 GB: 12-of-155   17.2 GB: 13-of-155   10.5 GB: 14-of-155   17.2 GB: 15-of-155   8.7 GB: 16-of-155   17.2 GB: 17-of-155   8.6 GB: 18-of-155   17.2 GB: 19-of-155   8.7 GB: 20-of-155   17.2 GB: 21-of-155   8.6 GB: 22-of-155   17.2 GB: 23-of-155   10.5 GB: 24-of-155   17.2 GB: 25-of-155   8.7 GB: 26-of-155   17.2 GB: 27-of-155   8.6 GB: 28-of-155   17.2 GB: 29-of-155   8.7 GB: 30-of-155   17.2 GB: 31-of-155   8.6 GB: 32-of-155   17.2 GB: 33-of-155   10.5 GB: 34-of-155   17.2 GB: 35-of-155   8.7 GB: 36-of-155   17.2 GB: 37-of-155   8.6 GB: 38-of-155   17.2 GB: 39-of-155   8.7 GB: 40-of-155   17.2 GB: 41-of-155   8.6 GB: 42-of-155   17.2 GB: 43-of-155   10.5 GB: 44-of-155   17.2 GB: 45-of-155
Model ArchitectureBailingMoeV2ForCausalLM
Licensemit
Context Length32768
Model Max Length32768
Transformers Version4.52.3
Vocabulary Size157184
Torch Data Typebfloat16

Rank the Ling 1T 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
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