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The rise of populist movements has reshaped global political landscapes.
0
A balanced diet rich in fruits and vegetables supports long-term mental health.
1
Quantum cryptography is revolutionizing secure communication methods.
2
Streaming platforms have transformed how audiences consume TV content.
3
Crypto investors are diversifying portfolios amid market volatility.
4
Heartsick after the breakup, she found solace in friends' support.
5
Self-study platforms like MasterClass enable skill development at scale.
6
Remote work blurs boundaries between professional and personal life.
7
Biology research highlights CRISPR's potential to cure genetic disorders.
8
Gender identity recognition is a growing societal challenge worldwide.
9
Esports tournaments attract millions of viewers across continents.
10
Food tourism emphasizes exploring culinary traditions during travel.
11
Athlete endorsements shape youth aspirations in competitive sports.
12
Electric motorcycle grants reduce urban air pollution.
13
The scandal rocked the government as leaked documents exposed corruption.
0
Yoga retreats focus on holistic mental wellness practices.
1
Ethical AI frameworks are being developed to prevent algorithmic bias.
2
Oscars 2024 nominations dominate entertainment headlines.
3
Budgeting apps empower users to track spending habits.
4
A climate change summit sparks debate on fossil fuel policies.
0
Breakup recovery involves rebuilding self-esteem and social circles.
5
Universities expand free online courses to underserved communities.
6
Climate research predicts extreme weather patterns by 2035.
8
Museums preserve cultural identity through historical artifacts.
9
Cloud gaming services eliminate hardware limitations.
10
Sustainable fashion brands prioritize eco-friendly materials.
11
NBA championship playoffs boost global sports betting revenue.
12
Classic car restoration trends attract automotive enthusiasts.
13
A boxing match controversy divides fan opinions on referee decisions.
12
Travel influencers promote responsible tourism in fragile ecosystems.
11
Marriage counseling addresses communication issues in relationships.
5
Breakthroughs in neutron star studies advance astrophysics.
8
Fashion trends reflect evolving social norms in urban centers.
9
The latest iPhone release has been making waves in the tech world, with many praising its improved camera and faster processing speed.
2
Researchers have made a groundbreaking discovery in the field of renewable energy, which could potentially reduce our reliance on fossil fuels.
8
The new policy aims to increase funding for mental health services, providing more support for those struggling with anxiety and depression.
1
The stock market has been experiencing a period of volatility, with many investors turning to crypto as a more stable option.
4
The latest season of Stranger Things has been a hit among fans, with many praising its nostalgic value and engaging storyline.
3
The company has announced plans to expand its remote work program, allowing more employees to work from home and improve their work-life balance.
7
The recent scandal involving the government's handling of the pandemic has led to widespread outrage and calls for greater transparency.
0
The new fitness trend is all about high-intensity interval training, which has been shown to be effective in improving cardiovascular health.
1
The gaming community is abuzz with the release of the new PlayStation console, which promises to deliver faster load times and improved graphics.
10
The latest fashion trends are all about sustainability, with many designers incorporating eco-friendly materials into their designs.
11
The team's victory in the championship game was a thrilling moment for fans, who had been waiting all season for this moment.
12
The new electric car model has been getting rave reviews, with many praising its impressive range and sleek design.
13
The university has launched a new online course platform, which provides students with access to a wide range of courses and degree programs.
6
The relationship between social media use and mental health has been a topic of much debate, with some arguing that it can have a negative impact on self-esteem.
9
The latest breakthroughs in medical research have led to the development of new treatments for diseases such as cancer and Alzheimer's.
1
The company's commitment to diversity and inclusion has been recognized through its implementation of policies such as blind hiring and diversity training.
7
The new movie release has been getting mixed reviews, with some praising its unique storyline and others criticizing its lack of character development.
3
The world of esports has been growing rapidly, with many professional teams and players competing in tournaments and leagues.
10
The impact of climate change on global food systems has been a topic of much discussion, with many experts warning of the need for sustainable agriculture practices.
8
The latest travel trends are all about experiential travel, with many people opting for unique experiences such as hiking and cultural immersion.
11
The team's strategy for the upcoming game will be crucial in determining their chances of winning, with many fans speculating about the possible lineup.
12
The university's research center has been at the forefront of innovation, with many breakthroughs in fields such as AI and cybersecurity.
6
The new smartphone app has been designed to help people manage their finances, providing features such as budgeting and investment tracking.
4
The latest developments in the field of astronomy have led to a greater understanding of the universe, with many new discoveries being made about black holes and dark matter.
8
The company's approach to workplace culture has been recognized as one of the best in the industry, with many employees praising its supportive and inclusive environment.
7
The latest smartphone from Apple features an advanced AI-powered camera system.
2
Scientists have made a groundbreaking discovery in the field of renewable energy, which could help reduce our reliance on fossil fuels.
8
The new policy proposed by the government aims to increase funding for mental health services and reduce waiting times for patients.
1
The upcoming election is expected to be highly contested, with several candidates vying for the top spot.
0
The latest season of the popular TV show has just been released on streaming platforms, and fans are eagerly awaiting the next episode.
3
Investing in the stock market can be a great way to grow your wealth, but it's essential to do your research and diversify your portfolio.
4
The importance of self-care and mindfulness in maintaining good mental health cannot be overstated.
1
The new video game from the popular franchise has received rave reviews from critics and players alike.
10
The latest fashion trends are all about sustainability and eco-friendliness, with many designers incorporating recycled materials into their designs.
11
The impact of social media on relationships and dating is a complex issue, with both positive and negative effects.
5
The latest advancements in medical technology have led to significant improvements in patient outcomes and quality of life.
1
The world of esports is growing rapidly, with professional teams and players competing in tournaments and leagues around the globe.
10
The benefits of a plant-based diet are well-documented, but it's essential to ensure you're getting enough protein and other essential nutrients.
11
The latest developments in the field of artificial intelligence have significant implications for the future of work and employment.
2
The importance of education and learning in today's fast-paced world cannot be overstated, with many industries requiring ongoing training and professional development.
6
The latest news from the world of sports includes a shocking upset in the championship finals, with the underdog team emerging victorious.
12
The impact of climate change on our planet is a pressing concern, with rising temperatures and more frequent natural disasters.
8
The latest automotive trends are all about electric and hybrid vehicles, with many manufacturers investing heavily in sustainable technology.
13
The world of cryptocurrency is complex and ever-changing, with new developments and advancements emerging all the time.
4
The importance of work-life balance and maintaining a healthy lifestyle is essential for both physical and mental well-being.
7
The latest breakthroughs in the field of biology have significant implications for our understanding of the human body and the development of new treatments for diseases.
8
The impact of social media on society and culture is a complex issue, with both positive and negative effects on our relationships and interactions.
9
The latest developments in the field of cybersecurity are crucial in protecting our personal and financial information from hackers and other malicious actors.
2
The benefits of travel and exploring new cultures are well-documented, with many people reporting increased empathy and understanding of the world around them.
11
The latest news from the world of entertainment includes a surprise announcement from a beloved celebrity, with fans eagerly awaiting more information.
3
The latest smartphone from Apple is expected to feature a powerful AI-powered camera.
2
The impact of social media on mental health is a growing concern among experts.
1
The upcoming election is expected to be highly contested, with several candidates vying for the top spot.
0
The new Netflix series has received rave reviews for its unique storyline and strong performances.
3
Investing in cryptocurrency can be a high-risk, high-reward venture, but it's essential to do your research before diving in.
4
The importance of self-care and mindfulness in maintaining good mental health cannot be overstated.
1
The latest advancements in AI technology have the potential to revolutionize various industries, from healthcare to finance.
2
The ongoing debate about climate change and its impact on the environment is a pressing concern for many scientists and policymakers.
8
The concept of remote work is becoming increasingly popular, with many companies adopting flexible work arrangements to attract top talent.
7
The world of esports has experienced significant growth in recent years, with top players competing in lucrative tournaments and leagues.
10
The importance of a healthy diet and regular exercise in maintaining physical health is well-documented.
1
The latest fashion trends are often influenced by social media and celebrity culture, with many designers incorporating sustainable materials into their designs.
11
The automotive industry is undergoing a significant transformation, with many manufacturers investing heavily in electric and autonomous vehicles.
13
The impact of social media on relationships and dating is a complex issue, with both positive and negative effects.
5
The importance of education and lifelong learning in today's fast-paced, rapidly changing world cannot be overstated.
6
The world of professional sports is a multibillion-dollar industry, with top athletes and teams competing at the highest level.
12
The concept of minimalism and simple living is gaining popularity, with many people embracing a more frugal and sustainable lifestyle.
11
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Tanaos – Train task specific LLMs without training data, for offline NLP and Text Classification

Tanaos Topic Classification Training Dataset

This dataset was created synthetically by Tanaos with the Artifex Python library.

The dataset is designed to train and evaluate Topic Classification models — models that can classify text into predefined topics or categories.

Our flagship Topic Classification model, tanaos-topic-classification-v1, was trained on this dataset.

Dataset Summary

The dataset contains text samples labeled with their corresponding topics. Each sample consists of a sentence or paragraph, along with a label indicating its topic category. The following topics are included:

Topic Description
politics elections, policies, scandals, ideology.
health physical health, mental health, fitness, diets, medical advice.
technology gadgets, software, AI, cybersecurity.
entertainment movies, TV shows, music, celebrities, streaming platforms.
money_finance investing, budgeting, crypto, real estate.
relationships_dating romance, breakups, marriage, family drama.
education_learning schools, universities, self-study, online courses.,
work_careers job hunting, workplace culture, remote work, career advice.
science research, space, climate, biology, physics, chemistry and the scientific method.
society_culture identity, inequality, norms, language, and society.
gaming video games, esports, hardware, mods, and gaming culture.
lifestyle_hobbies travel, food, fashion, DIY, productivity systems.
sports teams, athletes, events, scores, and sports culture.
automotive cars, motorcycles, reviews, maintenance, and industry news.
other miscellaneous topics not covered by the other categories.

How to Use

from datasets import load_dataset

dataset = load_dataset("tanaos/synthetic-topic-classification-dataset-v1")

print(dataset["train"][0])

Intended Use

This dataset is meant for training, fine-tuning, and evaluating Topic Classification models.

Common use cases:

  • Developing models to classify text into predefined topics or categories.
  • Benchmarking the performance of Topic Classification systems.
  • Researching techniques for improving text classification accuracy.
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Models trained or fine-tuned on tanaos/synthetic-topic-classification-dataset-v1