the_poli

the_poli is a transformer-based NLP classification model developed as part of the s0m3m0 research project.
The model is designed to analyse political and social-media-related text and produce structured predictions for analytical and experimental purposes.

This repository contains only the trained model artifacts (weights and configuration).
The source code and data pipeline are maintained separately.

Model Description

Model type: Transformer-based text classification model
Framework: Hugging Face Transformers
Language: English (primary)
Domain: Political and social media text analysis

The model focuses on extracting patterns and signals from text rather than making authoritative or real-world decisions.

Intended Use

The model is intended for:

Academic and research experimentation
NLP pipeline development
Social media text analysis
Educational demonstrations

Not Intended For

High-stakes decision making
Political persuasion or targeting
Surveillance, profiling, or enforcement
Production systems without extensive validation

Usage Example

from transformers import AutoTokenizer, AutoModelForSequenceClassification

model_id = "d42kw01f/the_poli"

tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForSequenceClassification.from_pretrained(model_id)

text = "Example political text for analysis"
inputs = tokenizer(text, return_tensors="pt", truncation=True)
outputs = model(**inputs)

Limitations & Biases

Performance depends heavily on the training dataset
May reflect biases present in source data
Not robust to domain shifts or adversarial inputs
Predictions should be interpreted as probabilistic signals, not facts

Ethical Considerations

This model is released strictly for research and educational use. Users are responsible for:

Complying with platform terms of service
Respecting data privacy and ethical boundaries
Avoiding harmful, misleading, or unethical applications

Related Project

GitHub (codebase): https://github.com/d42kw01f/s0m3m0
Project name: s0m3m0

Author

Dakshitha Navodya Perera
AI • Cybersecurity • Data Engineering
Sri Lanka

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