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Haiderali1212/
ai-humanizer-models

Name: ai-humanizer-models
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Advanced AI Humanizer & Neural Paraphraser Models Suite

This repository contains production-ready Neural Seq2Seq Transformer models designed for the AI Humanizer Web Application.

Features:

Academic Writing Paraphrasing: Restructures complex discourse into published academic style.
AI Detector Neutralizer: Dismantles formulaic AI patterns, robotic phrasing, and unnatural sentence uniformities.
Fact & Citation Preservation: Fully compatible with regex FactShields and math tokenization.
High-Speed Inference: Supports PyTorch and ONNX Runtime execution.

Usage with Hugging Face Transformers:

python

from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

tokenizer = AutoTokenizer.from_pretrained("Haiderali1212/ai-humanizer-models")
model = AutoModelForSeq2SeqLM.from_pretrained("Haiderali1212/ai-humanizer-models")

text = "paraphrase: Artificial intelligence plays a crucial role in modern technological developments. </s>"
inputs = tokenizer(text, padding="longest", return_tensors="pt")
outputs = model.generate(**inputs, num_beams=4, max_length=128)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))