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Cogito 671B V2.1 by deepcogito

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Cogito 671B V2.1 is an open-source language model by deepcogito. Features: 671b LLM, VRAM: 219.9GB, Context: 160K, License: mit, LLM Explorer Score: 0.23.

Base model:deepseek-ai/deepsee... Base model:finetune:deepseek-a...   Conversational   Custom code   Deepseek v3   Endpoints compatible   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/deepcogito/cogito-671b-v2.1 

Cogito 671B V2.1 Benchmarks

LLME Score: 0.23207
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Cogito 671B V2.1 (deepcogito/cogito-671b-v2.1)
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Cogito 671B V2.1 Parameters and Internals

LLM NameCogito 671B V2.1
Repository 🤗https://huggingface.co/deepcogito/cogito-671b-v2.1 
Base Model(s)  DeepSeek V3 Base   deepseek-ai/DeepSeek-V3-Base
Model Size671b
Required VRAM219.9 GB
Updated2026-05-12
Maintainerdeepcogito
Model Typedeepseek_v3
Model Files  4.9 GB: 1-of-270   5.0 GB: 2-of-270   5.0 GB: 3-of-270   5.0 GB: 4-of-270   5.0 GB: 5-of-270   5.0 GB: 6-of-270   5.0 GB: 7-of-270   5.0 GB: 8-of-270   5.0 GB: 9-of-270   5.0 GB: 10-of-270   5.0 GB: 11-of-270   5.0 GB: 12-of-270   5.0 GB: 13-of-270   5.0 GB: 14-of-270   5.0 GB: 15-of-270   5.0 GB: 16-of-270   5.0 GB: 17-of-270   5.0 GB: 18-of-270   5.0 GB: 19-of-270   5.0 GB: 20-of-270   5.0 GB: 21-of-270   5.0 GB: 22-of-270   5.0 GB: 23-of-270   5.0 GB: 24-of-270   5.0 GB: 25-of-270   5.0 GB: 26-of-270   5.0 GB: 27-of-270   5.0 GB: 28-of-270   5.0 GB: 29-of-270   5.0 GB: 30-of-270   5.0 GB: 31-of-270   5.0 GB: 32-of-270   5.0 GB: 33-of-270   5.0 GB: 34-of-270   5.0 GB: 35-of-270   5.0 GB: 36-of-270   5.0 GB: 37-of-270   5.0 GB: 38-of-270   5.0 GB: 39-of-270   5.0 GB: 40-of-270   5.0 GB: 41-of-270   5.0 GB: 42-of-270   5.0 GB: 43-of-270   5.0 GB: 44-of-270
Model ArchitectureDeepseekV3ForCausalLM
Licensemit
Context Length163840
Model Max Length163840
Transformers Version4.57.1
Vocabulary Size128815

Best Alternatives to Cogito 671B V2.1

Best Alternatives
Context / RAM
Downloads
Likes
R1 1776160K / 243.4 GB8552324
DeepSeek Prover V2 671B160K / 189 GB704829
Deepseek V3.1 MLX 5.5bit160K / 231 GB3395
...o V2 Preview Deepseek 671B MoE160K / 219.9 GB1936
DeepSeek Prover V2 671B160K / 184.7 GB843
RakutenAI 3.0 MLX 4bit160K / 198.7 GB1092
DeepSeek V3.1 8bit160K / 177.8 GB27313
DeepSeek V3.1 Terminus 4bit160K / 190.1 GB1432
DeepSeek V3.1 Base 4bit160K / 190.1 GB1563
DeepSeek R1 0528 5bit160K / 231 GB1023
Note: green Score (e.g. "73.2") means that the model is better than deepcogito/cogito-671b-v2.1.

Rank the Cogito 671B V2.1 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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