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Noid3a-Labs/Sparky-4B-V1
Sparky-4B-V1 is a text generation model from Noid3a-Labs. Use it when you need the model to write or continue text. The card lists the license as other.
Downloads · 30 days
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From the Hugging Face model README

Trained with a focus on strict structural discipline, zero-waffle response generation, and rapid inference execution, Sparky delivers exceptional performance across code generation, agentic tool workflows, and mathematical reasoning within a lightweight sub-5B parameter footprint.
Based on the renowned Qwen2.5-3B base architecture.
Designed for coding, instruction following and assistant tasks normal 4B models cant.
Evaluated using lm-evaluation-harness over local API completion endpoints:
| Model | Benchmark | Category | Score | Evaluation Setting |
|---|---|---|---|---|
| Qwen 2.5 3B | HumanEval | Python Code Generation | 42.10% | 0-Shot (pass@1) |
| Sparky 4B V1 | HumanEval | Python Code Generation | 51.22% | 0-Shot (pass@1) |
| Qwen 2.5 3B Instruct | IFEval | Instruction Following | 42.50% | 0-Shot (Strict) |
| Sparky 4B V1 | IFEval | Instruction Following | 47.32% | 0-Shot (Strict) |
| Qwen 2.5 3B | GSM8K | Multi-Step Math Reasoning | 79.10% | 5-Shot (Flexible Extract) |
| Sparky 4B V1 | GSM8K | Multi-Step Math Reasoning | 61.03% | 5-Shot (Flexible Extract) |
Qwen have not released non instruct benchmarks of IFEval offically source https://qwen.ai/blog?id=qwen2.5-llm
To run Sparky locally, we recommend using Ollama:
ollama run hf.co/Noid3a-Labs/Sparky-4B-V1:Q4_K_M
You can also install a Q4 or Q3 varient manually from the Files and versions tab on the top navbar
Sparky utilizes standard ChatML formatting:
<|im_start|>system
You are Sparky, a helpful and precise AI assistant built by Noid3a Labs.<|im_end|>
<|im_start|>user
Write a Python function to check if a string is a palindrome.<|im_end|>
<|im_start|>assistant
This model is a derivative of Qwen and is subject to the Qwen Research License Agreement.