News Classifier — new-clasification-manish

Yeh model news headlines aur articles ko automatically 6 categories mein classify karta hai.

Developed by: Manish Negi — Isuremedia
Base Model: distilbert-base-multilingual-cased
Languages: English + Hindi
Accuracy: 78% (Test Set)

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Categories

ID	Category	Examples
0	politics	Elections, Government, Parliament, Modi, BJP
1	sports	Cricket, IPL, Football, Olympics
2	business	Sensex, RBI, Stock Market, Economy
3	technology	iPhone, AI, Gadgets, Software
4	entertainment	Bollywood, Movies, Celebrities
5	international	World News, USA, China, War

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How to Use

Install

pip install transformers torch

Basic Usage

from transformers import pipeline

classifier = pipeline(
    "text-classification",
    model="dev-isure/new-clasification-manish"
)

# English news
result = classifier("Virat Kohli scores century in IPL match")
print(result)
# [{'label': 'sports', 'score': 0.95}]

# Hindi news
result = classifier("सेंसेक्स 500 अंक गिरा, बाजार में भारी बिकवाली")
print(result)
# [{'label': 'business', 'score': 0.91}]

Multiple Articles

news = [
    "PM Modi inaugurates new expressway in UP",
    "India beats Australia in T20 series",
    "RBI keeps repo rate unchanged at 6.5%",
    "Apple launches new iPhone 17 Pro",
    "Shah Rukh Khan's new film breaks box office records",
    "Russia Ukraine war ceasefire talks begin"
]

results = classifier(news)
for text, res in zip(news, results):
    print(f"{res['label']:<15} ({res['score']:.2f})  {text[:50]}")

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Training Details

Detail	Value
Base Model	distilbert-base-multilingual-cased
Training Articles	792
Validation Articles	99
Test Articles	100
Epochs	3
Batch Size	8
Learning Rate	2e-5
Test Accuracy	78%

Training Data Sources

• NDTV, Times of India, The Hindu, Hindustan Times
• Economic Times, ESPN Cricinfo
• BBC Hindi, Aaj Tak, Dainik Bhaskar
• Gadgets360, Bollywood Hungama, Pinkvilla

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Limitations

• Health aur Crime categories is model mein nahi hain
• Hinglish (Hindi-English mixed) pe accuracy thodi kam ho sakti hai
• Zyada data se accuracy improve hogi