Fake News Bert Detect

🚀 Fake News Recognition

This model, based on 'roberta-base', is trained with over 40,000 news articles from various media sources. It can classify news within 500 words (excess text will be automatically truncated).

🚀 Quick Start

✨ Features

• Trained with over 40,000 news articles from different media.
• Based on the 'roberta-base' model.
• Can classify news text within 500 words.
• Outputs two labels: LABEL_0 for fake news and LABEL_1 for real news.

📦 Installation

from transformers import pipeline
MODEL = "jy46604790/Fake-News-Bert-Detect"
clf = pipeline("text-classification", model=MODEL, tokenizer=MODEL)

💻 Usage Examples

Basic Usage

# Feed data
text = "Indonesian police have recaptured a U.S. citizen who escaped a week ago from an overcrowded prison on the holiday island of Bali, the jail s second breakout of foreign inmates this year.  Cristian Beasley from California was rearrested on Sunday, Badung Police chief Yudith Satria Hananta said, without providing further details.  Beasley was a suspect in crimes related to narcotics but had not been sentenced when he escaped from Kerobokan prison in Bali last week. The 32-year-old is believed to have cut through bars in the ceiling of his cell before scaling a perimeter wall of the prison in an area being refurbished. The Kerobokan prison, about 10 km (six miles) from the main tourist beaches in the Kuta area, often holds foreigners facing drug-related charges. Representatives of Beasley could not immediately be reached for comment. In June, an Australian, a Bulgarian, an Indian and a Malaysian tunneled to freedom about 12 meters (13 yards) under Kerobokan prison s walls. The Indian and the Bulgarian were caught soon after in neighboring East Timor, but Australian Shaun Edward Davidson and Malaysian Tee Kok King remain at large. Davidson has taunted authorities by saying he was enjoying life in various parts of the world, in purported posts on Facebook.  Kerobokan has housed a number of well-known foreign drug convicts, including Australian Schappelle Corby, whose 12-1/2-year sentence for marijuana smuggling got huge media attention."

# Get the result
result = clf(text)
result

Output: [{'label': 'LABEL_1', 'score': 0.9994995594024658}]

📄 License

This project is licensed under the Apache-2.0 license.