license: apache-2.0
base_model: unsloth/Qwen3-4B-Instruct-2507
tags:
- qwen
- unsloth
- quantized
- q4_k_m
- gguf
- fine-tuned
- text-rewriting
- text-generation
- human-like-writing
language:
- en
datasets:
- custom-jsonl-rewriting
library_name: gguf
pipeline_tag: text-generation
Qwen3-4B-Instruct Text Rewriter (GGUF Format)
Example Notebook
🔗Kaggle notebook here
Model Description
This model is a fine-tuned version of Qwen3-4B-Instruct-2507, optimized specifically to rewrite AI-generated text into a more natural, human-like style. It was trained to reduce the "robotic" tone often found in LLM outputs while maintaining the original meaning and factual accuracy.
- Base Model: unsloth/Qwen3-4B-Instruct-2507 (merged from
unsloth/Qwen3-4B-Instruct-2507-bnb-4bit) - Fine-tuned by: Heatw4ve
- Fine-tuning Tool: Unsloth
- Quantization format: GGUF (Quantized to Q4_K_M)
- Training framework: Unsloth (LoRA-based SFT)
- Language: English
- Intended usage: Local inference, research, and experimentation
Training Details
The model was fine-tuned using LoRA (Low-Rank Adaptation) on a custom dataset of 28,000+ pairs of AI vs. Human-rewritten text.
Training Configuration
The model was fine-tuned with the following parameters:
- Epochs: 2
- Learning Rate: 5e-5
- Optimizer: AdamW 8-bit
- LR Scheduler: Cosine
- Warmup Steps: 100
- Context Length: 512 tokens
- LoRA Config: - Rank (r): 64
- Alpha: 128
- Target Modules: q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj
- Effective Batch Size: 128 (32 per device * 4 grad accumulation)
Usage
This is a GGUF version, compatible with LM Studio, Ollama, and llama.cpp. Works best with inputs of length 15-150 words.
System Prompt
To achieve the intended rewriting style, use the following system prompt:
You are a helpful assistant that rewrites AI-toned text into natural, human-like writing.
User Prompt Format
Rewrite the following text to sound like a real human wrote it:
[INSERT TEXT HERE]
Example Code
from llama_cpp import Llama
llm = Llama.from_pretrained(
repo_id="Heatw4ve/Qwen3-4B-Instruct-2507-rewriter-gguf",
filename="Qwen3-4B.gguf",
n_ctx=4096,
n_gpu_layers=16,
n_threads=4,
verbose=False,
chat_format="chatml",
)
text='''
William Shakespeare, the master of human insight, gifted us with a timeless observation that cuts to the heart of intellect and humility: "The fool doth think he is wise, but the wise man knows himself to be a fool." Uttered by the character Touchstone in As You Like It, this seemingly paradoxical statement is far more than a witty quip; it's a profound commentary on self-awareness, the nature of true wisdom, and the perpetual quest for knowledge.
'''
messages = [
{"role": "system", "content": "You are a helpful assistant that rewrites AI-toned text into natural, human-like writing."},
{"role": "user", "content": f"Rewrite the following text to sound like a real human wrote it:\n\n{text}"}
]
output = llm.create_chat_completion(
messages=messages,
max_tokens=512,
temperature=random.uniform(0.9, 1.2),
top_p=random.uniform(0.87, 0.96),
seed=random.randint(2, 2**32),
stop=["<|im_end|>", "<|endoftext|>"]
)
print(output["choices"][0]["message"]["content"].strip())
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