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Qwen3 Esper3 Reasoning CODER Instruct 12B Brainstorm20x by DavidAU

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Qwen3 Esper3 Reasoning CODER Instruct 12B Brainstorm20x is an open-source language model by DavidAU. Features: 4b LLM, VRAM: 47.3GB, Context: 40K, License: apache-2.0, Instruction-Based, Code Generating, LLM Explorer Score: 0.21.

  Arxiv:2401.02415   8b   Analytical   Architect   Aws   Azure Base model:finetune:valiantlab... Base model:valiantlabs/qwen3-4...   Brainstorm   Brainstorm20x   Chat   Cloud   Code   Code generation   Code-instruct   Codegen   Coder   Coding   Conversational   Creative Dataset:sequelbox/raiden-deeps... Dataset:sequelbox/tachibana2-d... Dataset:sequelbox/titanium2.1-...   Dev-ops   Developer   En   Endpoints compatible   Engineer   Esper   Esper-3   Expert   Gcp   Instruct   Javascript   Jenkins   Merge   Powershell   Problem-solving   Python   Qwen   Qwen-3   Qwen-3-8b   Qwen3   Qwencoder   Rationality   Reasoning   Region:us   Safetensors   Scripting   Sharded   Tensorflow   Terraform   Valiant   Valiant-labs
Model Card on HF 🤗: https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x 

Qwen3 Esper3 Reasoning CODER Instruct 12B Brainstorm20x Benchmarks

LLME Score: 0.20852
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Qwen3 Esper3 Reasoning CODER Instruct 12B Brainstorm20x (DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x)
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Qwen3 Esper3 Reasoning CODER Instruct 12B Brainstorm20x Parameters and Internals

LLM NameQwen3 Esper3 Reasoning CODER Instruct 12B Brainstorm20x
Repository 🤗https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x 
Base Model(s)  Qwen3 4B Esper3   ValiantLabs/Qwen3-4B-Esper3
Model Size4b
Required VRAM47.3 GB
Updated2026-04-12
MaintainerDavidAU
Model Typeqwen3
Instruction-BasedYes
Model Files  5.0 GB: 1-of-10   4.8 GB: 2-of-10   4.8 GB: 3-of-10   5.0 GB: 4-of-10   4.8 GB: 5-of-10   4.9 GB: 6-of-10   4.8 GB: 7-of-10   4.8 GB: 8-of-10   4.9 GB: 9-of-10   3.5 GB: 10-of-10
Supported Languagesen
Generates CodeYes
Model ArchitectureQwen3ForCausalLM
Licenseapache-2.0
Context Length40960
Model Max Length40960
Transformers Version4.52.0.dev0
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size151936
Torch Data Typefloat32
Errorsreplace

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Instruction Following and Task Automation  
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