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SERA 32B 6bit by mlx-community

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SERA 32B 6bit is an open-source language model by mlx-community. Features: 32b LLM, VRAM: 26.6GB, Context: 40K, License: apache-2.0, Quantized, LLM Explorer Score: 0.23.

  6-bit   6bit   Base model:allenai/sera-32b Base model:quantized:allenai/s...   Conversational   Mlx   Quantized   Qwen3   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/mlx-community/SERA-32B-6bit 

SERA 32B 6bit Benchmarks

LLME Score: 0.2334
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
SERA 32B 6bit (mlx-community/SERA-32B-6bit)
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SERA 32B 6bit Parameters and Internals

LLM NameSERA 32B 6bit
Repository 🤗https://huggingface.co/mlx-community/SERA-32B-6bit 
Base Model(s)  SERA 32B   allenai/SERA-32B
Model Size32b
Required VRAM26.6 GB
Updated2026-05-25
Maintainermlx-community
Model Typeqwen3
Model Files  5.3 GB: 1-of-5   5.3 GB: 2-of-5   5.4 GB: 3-of-5   5.3 GB: 4-of-5   5.3 GB: 5-of-5
Quantization Type6bit
Model ArchitectureQwen3ForCausalLM
Licenseapache-2.0
Context Length40960
Model Max Length40960
Transformers Version4.57.1
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size151936
Errorsreplace

Best Alternatives to SERA 32B 6bit

Best Alternatives
Context / RAM
Downloads
Likes
...llcpt E5 Baseline Merged 16bit40K / 65.8 GB12730
... E5 Grad Accum 16 Merged 16bit40K / 65.8 GB5740
Qwen3 32B Bnb 4bit40K / 19.2 GB436457
...line Merged 16bit Merged 16bit40K / 65.8 GB230
Qwen3 32B Unsloth Bnb 4bit40K / 39.5 GB582215
Qwen3 32B 4bit40K / 18.5 GB13195
Qwen3 32B MLX 8bit40K / 33.7 GB36411
Qwen3 32B MLX 4bit40K / 17.4 GB3438
Qwen3 32B MLX 6bit40K / 25.5 GB794
Qwen3 32B 8bit40K / 34.9 GB1851
Note: green Score (e.g. "73.2") means that the model is better than mlx-community/SERA-32B-6bit.

Rank the SERA 32B 6bit Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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