Qwen3 Esper3 Reasoning CODER Instruct 6B Brainstorm20x by DavidAU

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Qwen3 Esper3 Reasoning CODER Instruct 6B Brainstorm20x is an open-source language model by DavidAU. Features: 4b LLM, VRAM: 11.9GB, Context: 40K, License: apache-2.0, Instruction-Based, Code Generating, LLM Explorer Score: 0.21.

  Arxiv:2401.02415   4b   Analytical   Architect   Autotrain compatible   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-3-4b   Qwen3   Qwencoder   Rationality   Reasoning   Region:us   Safetensors   Scripting   Sharded   Tensorflow   Terraform   Valiant   Valiant-labs

Qwen3 Esper3 Reasoning CODER Instruct 6B Brainstorm20x Benchmarks

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 6B Brainstorm20x Parameters and Internals

LLM NameQwen3 Esper3 Reasoning CODER Instruct 6B Brainstorm20x
Repository 🤗https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-6B-Brainstorm20x 
Base Model(s)  Qwen3 4B Esper3   ValiantLabs/Qwen3-4B-Esper3
Model Size4b
Required VRAM11.9 GB
Updated2025-09-23
MaintainerDavidAU
Model Typeqwen3
Instruction-BasedYes
Model Files  5.0 GB: 1-of-3   5.0 GB: 2-of-3   1.9 GB: 3-of-3
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 Typebfloat16
Errorsreplace

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Note: green Score (e.g. "73.2") means that the model is better than DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-6B-Brainstorm20x.

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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