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Alice visited Paris in 2023 and bought an iPhone 14.
['B-PERSON', 'O', 'B-LOCATION', 'O', 'B-DATE', 'O', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT']
The company announced a 50% discount at JFK Airport tomorrow.
['O', 'O', 'O', 'O', 'B-PERCENT', 'O', 'O', 'B-FACILITY', 'I-FACILITY', 'B-DATE']
John from New York will visit Tokyo next week.
['B-PERSON', 'O', 'B-LOCATION', 'I-LOCATION', 'O', 'O', 'B-LOCATION', 'B-DATE', 'I-DATE']
The flight departed at 9:15 AM from LAX.
['O', 'O', 'O', 'O', 'B-TIME', 'I-TIME', 'O', 'B-FACILITY']
She spent $1,200 on a Tesla Model X.
['O', 'O', 'B-NUMBER', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'I-PRODUCT']
The NORP group 'Greenpeace' won an award on Monday.
['O', 'O', 'O', 'B-NORP', 'O', 'O', 'O', 'O', 'B-DATE']
The restaurant is located at 123 Main St, Chicago.
['O', 'O', 'O', 'O', 'O', 'B-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'B-LOCATION']
He called at 3:30 PM using +1-555-678-9012.
['O', 'O', 'O', 'B-TIME', 'I-TIME', 'O', 'B-PHONE_NUMBER']
The product costs 30% of the original price.
['O', 'O', 'O', 'B-PERCENT', 'O', 'O', 'O', 'O']
They celebrated Independence Day in India on August 15th.
['O', 'O', 'B-WORK_OF_ART', 'I-WORK_OF_ART', 'O', 'B-LOCATION', 'O', 'B-DATE', 'I-DATE']
Her phone number is 098-765-4321.
['O', 'O', 'O', 'O', 'B-PHONE_NUMBER']
The concert at Central Park starts at 7 PM.
['O', 'O', 'O', 'B-FACILITY', 'I-FACILITY', 'O', 'O', 'B-TIME', 'I-TIME']
She learned Mandarin and now speaks it fluently.
['O', 'O', 'B-LANGUAGE', 'O', 'O', 'O', 'O', 'O']
The project budget is $50,000.
['O', 'O', 'O', 'O', 'B-NUMBER']
The building was constructed in 1999 and expanded in 2021.
['O', 'O', 'O', 'O', 'O', 'B-DATE', 'O', 'O', 'O', 'B-DATE']
He drives a BMW 5 Series car.
['O', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'I-PRODUCT', 'O']
The movie 'Inception' was released in 2010.
['O', 'O', 'B-WORK_OF_ART', 'O', 'O', 'O', 'B-DATE']
The NORP 'UNICEF' operates globally.
['O', 'O', 'B-NORP', 'O', 'O']
The flight arrives at 10:00 AM tomorrow from Heathrow.
['O', 'O', 'O', 'O', 'B-TIME', 'I-TIME', 'B-DATE', 'O', 'B-LOCATION']
The company received a 75% profit increase.
['O', 'O', 'O', 'O', 'B-PERCENT', 'O', 'O']
She visited the Eiffel Tower in France.
['O', 'O', 'O', 'B-FACILITY', 'I-FACILITY', 'O', 'B-LOCATION']
He wrote a book titled 'The Journey'.
['O', 'O', 'O', 'O', 'O', 'B-WORK_OF_ART', 'I-WORK_OF_ART']
The festival occurs in May 2025 at the Vatican.
['O', 'O', 'O', 'O', 'B-DATE', 'I-DATE', 'O', 'O', 'B-FACILITY']
Their phone number is +44-20-1234-5678.
['O', 'O', 'O', 'O', 'B-PHONE_NUMBER']
The product is a Apple Watch Series 9.
['O', 'O', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'I-PRODUCT', 'I-PRODUCT']
The NORP 'Labour Party' announced new policies.
['O', 'O', 'B-NORP', 'I-NORP', 'O', 'O', 'O']
John bought an iPhone 13 from Amazon on 2023-12-01.
['B-PERSON', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'O', 'O', 'O', 'O']
Emma attended a concert at the Grand Lincoln Hall in Paris.
['B-PERSON', 'O', 'O', 'O', 'O', 'O', 'B-FACILITY', 'I-FACILITY', 'I-FACILITY', 'O', 'B-LOCATION']
The UN announced a 15% tax increase in NYC.
['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-LOCATION']
Maria Foster works at Google Labs as a Data Scientist.
['B-PERSON', 'I-PERSON', 'O', 'O', 'B-ORG', 'I-ORG', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT']
The Eiffel Tower in France reopened after renovations.
['O', 'B-FACILITY', 'I-FACILITY', 'O', 'B-LOCATION', 'O', 'O', 'O']
Apple released the new iPad Pro on 2024-03-15.
['B-ORG', 'O', 'O', 'O', 'O', 'O', 'O', 'O']
Tokyo is planning a new subway line connecting Shinjuku to Asakusa.
['B-LOCATION', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-FACILITY', 'O', 'B-FACILITY']
The Louvre Museum in Paris houses the Mona Lisa.
['O', 'B-FACILITY', 'I-FACILITY', 'O', 'B-LOCATION', 'O', 'O', 'B-WORK_OF_ART', 'I-WORK_OF_ART']
Sales for Tesla cars grew by 25% last quarter.
['O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-DATE', 'I-DATE']
She learned Spanish at the Berlitz Language School.
['O', 'O', 'B-LANGUAGE', 'O', 'O', 'B-ORG', 'I-ORG', 'I-ORG']
The World Cup will start in Argentina on 2026-06-15.
['O', 'B-WORK_OF_ART', 'I-WORK_OF_ART', 'O', 'O', 'O', 'O', 'O', 'O']
I booked a hotel near Mount Everest in Nepal.
['O', 'O', 'O', 'O', 'O', 'B-FACILITY', 'I-FACILITY', 'O', 'B-LOCATION']
She works remotely from a co-working space in Berlin.
['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-LOCATION']
The company uses Python and Java for software development.
['O', 'O', 'O', 'B-LANGUAGE', 'O', 'B-LANGUAGE', 'O', 'O', 'O']
The Bennigton Train Station hosted a Jazz Festival last month.
['O', 'B-FACILITY', 'I-FACILITY', 'I-FACILITY', 'O', 'O', 'B-WORK_OF_ART', 'I-WORK_OF_ART', 'B-DATE', 'I-DATE']
Sarah visited New Zealand on a wildlife tour.
['B-PERSON', 'O', 'B-LOCATION', 'I-LOCATION', 'O', 'O', 'O', 'O']
He joined the NASA Mars Rover team in 2022.
['O', 'O', 'O', 'B-ORG', 'O', 'O', 'O', 'O', 'B-DATE']
The company distributed 10% of profits to shareholders.
['O', 'O', 'O', 'B-PERCENT', 'O', 'O', 'O', 'O']
The Sistine Chapel in Vatican City is a UNESCO site.
['O', 'B-FACILITY', 'I-FACILITY', 'O', 'B-LOCATION', 'I-LOCATION', 'O', 'O', 'B-NORP', 'O']
Enable the feature by entering 75% in the settings panel.
['O', 'O', 'O', 'O', 'O', 'B-PERCENT', 'O', 'O', 'O', 'O']
The Smithsonian Institute displays famous historical artifacts.
['O', 'B-ORG', 'I-ORG', 'O', 'O', 'O', 'O']
I need to pay my gym membership of $49.99 per month.
['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-NUMBER', 'O', 'O']
The Hypodermic Needle is a medical product used in surgeries.
['O', 'B-PRODUCT', 'I-PRODUCT', 'O', 'O', 'O', 'O', 'O', 'O', 'O']
John works at Apple in San Francisco since 2020.
['B-PERSON', 'O', 'O', 'B-ORG', 'O', 'B-LOCATION', 'I-LOCATION', 'O', 'B-DATE']
The 2023 FIFA World Cup ends on December 18 in Qatar.
['O', 'B-DATE', 'B-WORK_OF_ART', 'I-WORK_OF_ART', 'I-WORK_OF_ART', 'O', 'O', 'B-DATE', 'I-DATE', 'O', 'B-LOCATION']
She bought a Tesla Model S at 10% discount from Amazon.
['O', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'I-PRODUCT', 'O', 'B-PERCENT', 'O', 'O', 'B-ORG']
The flight departs at 3:45 PM from JFK to London.
['O', 'O', 'O', 'O', 'B-TIME', 'I-TIME', 'O', 'B-FACILITY', 'O', 'B-LOCATION']
Russia has a population of 144 million as of 2023.
['B-NORP', 'O', 'O', 'O', 'O', 'B-NUMBER', 'O', 'O', 'O', 'B-DATE']
French is the official language in Belgium.
['B-LANGUAGE', 'O', 'O', 'O', 'O', 'O', 'B-LOCATION']
The movie 'Inception' was released in 2010.
['O', 'O', 'B-WORK_OF_ART', 'O', 'O', 'O', 'B-DATE']
Address: 123 Main St, Apt 4B, New York, NY.
['O', 'B-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'B-LOCATION', 'I-LOCATION', 'I-LOCATION']
Call 1-800-555-0123 to book your ticket.
['O', 'B-PHONE_NUMBER', 'O', 'O', 'O', 'O']
NASA launched a $500M mission in 2024.
['B-ORG', 'O', 'O', 'B-NUMBER', 'O', 'O', 'B-DATE']
The concert starts at 8 PM next Saturday at Central Park.
['O', 'O', 'O', 'O', 'B-TIME', 'I-TIME', 'B-DATE', 'I-DATE', 'O', 'B-FACILITY', 'I-FACILITY']
Germany exported €200 million goods in 2022.
['B-NORP', 'O', 'B-NUMBER', 'O', 'O', 'O', 'B-DATE']
The Yucatan Peninsula is part of Mexico.
['O', 'B-LOCATION', 'I-LOCATION', 'O', 'O', 'O', 'B-NORP']
She received a 25% discount on 5 iPhones at Walmart.
['O', 'O', 'O', 'B-PERCENT', 'O', 'O', 'B-NUMBER', 'B-PRODUCT', 'O', 'B-ORG']
Dr. Smith teaches LANGUAGE Spanish at MIT.
['B-PERSON', 'I-PERSON', 'O', 'B-LANGUAGE', 'I-LANGUAGE', 'O', 'B-ORG']
The project costs $2.5M and ends on 2025-01-01.
['O', 'O', 'O', 'B-NUMBER', 'O', 'O', 'O', 'B-DATE']
The UN announced a 15% tax increase in October.
['O', 'B-NORP', 'O', 'O', 'B-PERCENT', 'O', 'O', 'O', 'B-DATE']
Call Johannes at +49 177 1234567 from Berlin.
['O', 'B-PERSON', 'O', 'B-PHONE_NUMBER', 'I-PHONE_NUMBER', 'I-PHONE_NUMBER', 'O', 'B-LOCATION']
The price increased by 30% since 2020.
['O', 'O', 'O', 'O', 'B-PERCENT', 'O', 'B-DATE']
The golf course 'Augusta National' is a FACILITY.
['O', 'O', 'O', 'B-FACILITY', 'I-FACILITY', 'O', 'O', 'O']
The address is 789 Maple Avenue, Suite 200, Chicago.
['O', 'O', 'O', 'B-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'B-LOCATION']
He was born on 9:00 AM March 5th 1985.
['O', 'O', 'O', 'O', 'B-TIME', 'I-TIME', 'B-DATE', 'I-DATE', 'I-DATE']
The product 'Nutella' is a PRODUCT from company Ferrero.
['O', 'O', 'B-PRODUCT', 'O', 'O', 'O', 'O', 'O', 'B-ORG']
The 50% tax cut applies to income under NUMBER 50k.
['O', 'B-PERCENT', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-NUMBER']
Spanish was spoken in NORP Argentina until 2010.
['O', 'O', 'O', 'O', 'B-NORP', 'I-NORP', 'O', 'B-DATE']
The flight AA111 leaves at 12:00 PM from Dallas to Paris.
['O', 'O', 'O', 'O', 'O', 'B-TIME', 'I-TIME', 'O', 'B-LOCATION', 'O', 'B-LOCATION']
The museum exhibit 'Van Gogh's Stars' is a WORK_OF_ART.
['O', 'O', 'O', 'B-WORK_OF_ART', 'I-WORK_OF_ART', 'I-WORK_OF_ART', 'O', 'O', 'O']
The address 456 Oak St, Apt 3, is in Toronto.
['O', 'O', 'B-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'I-ADDRESS', 'O', 'O', 'B-LOCATION']
The company earned NUMBER 10M revenue in 2023.
['O', 'O', 'O', 'O', 'B-NUMBER', 'O', 'O', 'B-DATE']
The Tesla Model S costs $94,990, which is 75% more expensive than the Ford Fusion.
['O', 'B-PRODUCT', 'I-PRODUCT', 'I-PRODUCT', 'O', 'B-NUMBER', 'O', 'O', 'B-PERCENT', 'O', 'O', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT']
Emma Stone starred in the Marvel movie 'Inception' at the Hollywood Sign.
['B-PERSON', 'I-PERSON', 'O', 'O', 'O', 'O', 'O', 'B-WORK_OF_ART', 'O', 'O', 'B-FACILITY', 'I-FACILITY']
NASA launched the Mars rover Perseverance in 2020, with a budget of $2.7 billion.
['B-ORG', 'O', 'O', 'B-LOCATION', 'O', 'B-PRODUCT', 'O', 'B-DATE', 'O', 'O', 'O', 'O', 'B-NUMBER', 'I-NUMBER']
The 12th Amendment was ratified in 1804, altering the U.S. Vice Presidential election process.
['O', 'B-WORK_OF_ART', 'I-WORK_OF_ART', 'O', 'O', 'O', 'B-DATE', 'O', 'O', 'O', 'O', 'O', 'O', 'O']
She ordered a latte with almond milk from Starbucks at 5:30 PM.
['O', 'O', 'O', 'B-PRODUCT', 'O', 'O', 'O', 'O', 'B-ORG', 'O', 'B-TIME', 'I-TIME']
The Amazon River flows through Brazil, Peru, and Colombia, covering 146,400 square kilometers.
['O', 'B-LOCATION', 'I-LOCATION', 'O', 'O', 'B-LOCATION', 'B-LOCATION', 'O', 'B-LOCATION', 'O', 'B-NUMBER', 'O', 'O']
Apple's revenue hit $380 billion in 2022, a 25% increase from 2021.
['O', 'O', 'O', 'B-NUMBER', 'I-NUMBER', 'O', 'B-DATE', 'O', 'B-PERCENT', 'O', 'O', 'B-DATE']
Mount Everest, standing at 8,849 meters, is the highest point above sea level.
['B-LOCATION', 'I-LOCATION', 'O', 'O', 'B-NUMBER', 'I-NUMBER', 'O', 'O', 'O', 'O', 'O', 'O', 'O']
The phone number (555) 123-4567 belongs to the local library on 123 Maple Street.
['O', 'O', 'O', 'B-PHONE_NUMBER', 'I-PHONE_NUMBER', 'O', 'O', 'O', 'O', 'O', 'O', 'B-ADDRESS', 'I-ADDRESS', 'I-ADDRESS']
She read 'The Great Gatsby' in Spanish, her favorite language.
['O', 'O', 'B-WORK_OF_ART', 'I-WORK_OF_ART', 'I-WORK_OF_ART', 'O', 'B-LANGUAGE', 'O', 'O', 'O']
In 2000, the GDPR was enacted in the European Union.
['O', 'B-DATE', 'O', 'B-WORK_OF_ART', 'O', 'O', 'O', 'O', 'B-ORG', 'I-ORG']
The Queen Elizabeth 2 cruise ship sailed past the Statue of Liberty at dawn.
['O', 'B-PRODUCT', 'I-PRODUCT', 'I-PRODUCT', 'O', 'O', 'O', 'O', 'O', 'B-FACILITY', 'I-FACILITY', 'I-FACILITY', 'O', 'O']
Shanghai's subway system has 15 lines, with 3,000 trains operating daily.
['O', 'O', 'O', 'O', 'B-NUMBER', 'I-NUMBER', 'O', 'B-NUMBER', 'I-NUMBER', 'O', 'O']
He donated his Tesla Powerwall to a solar energy project at Community Solar Initiative.
['O', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'O', 'O', 'O', 'O', 'O', 'O', 'B-ORG', 'I-ORG', 'I-ORG']
The Berlin Wall fell in 1989, symbolizing the end of the Cold War.
['O', 'B-FACILITY', 'I-FACILITY', 'O', 'O', 'B-DATE', 'O', 'O', 'O', 'O', 'O', 'O', 'O']
The 10-speed bicycle cost $199.99 at the Bike Emporium store.
['O', 'B-PRODUCT', 'I-PRODUCT', 'O', 'B-NUMBER', 'O', 'O', 'O', 'O', 'O']
In 1969, Neil Armstrong walked on the Moon during the Apollo 11 mission.
['O', 'O', 'B-PERSON', 'I-PERSON', 'O', 'O', 'O', 'B-LOCATION', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'O']
She traveled from New York to Tokyo via Air Canada Flight 1234 on Tuesday.
['O', 'O', 'O', 'B-LOCATION', 'I-LOCATION', 'O', 'B-LOCATION', 'O', 'B-PRODUCT', 'I-PRODUCT', 'I-PRODUCT', 'I-PRODUCT', 'O', 'O']
The stock price of Microsoft (MSFT) reached $280.15 on October 12.
['O', 'O', 'O', 'O', 'B-PRODUCT', 'I-PRODUCT', 'O', 'B-NUMBER', 'O', 'B-DATE', 'I-DATE']
The Eiffel Tower's base is made of 18,000 iron pieces, weighing 10,100 tons.
['O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-NUMBER', 'I-NUMBER', 'I-NUMBER', 'O', 'B-NUMBER', 'I-NUMBER']
After the 2010 earthquake, Haiti received 5,000 tons of international aid.
['O', 'O', 'B-DATE', 'I-DATE', 'O', 'O', 'B-NUMBER', 'I-NUMBER', 'O', 'O', 'O']
He read the Quran in Arabic at the Islamic Center in Cairo.
['O', 'O', 'O', 'B-WORK_OF_ART', 'O', 'B-LANGUAGE', 'O', 'O', 'O', 'O', 'O', 'B-LOCATION']
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Tanaos – Train task specific LLMs without training data, for offline NLP and Text Classification

πŸ“πŸ”πŸ·οΈ Tanaos NER Training Dataset

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

The dataset is designed to train and evaluate Named Entity Recognition (NER) systems β€” models that identify and classify named entities in text into predefined categories such as PERSON, ORG, LOCATION, DATE, and more. It can be used to train NER models from scratch or fine-tune existing ones.

Our flagship NER model, tanaos-NER-v1, was trained on this dataset.

πŸ“– Dataset Summary

The dataset contains text samples labeled with named entity tags. Each sample consists of a sentence or paragraph with entities annotated, word-by-word, according to the following categories:

Entity Description
O No entity is present
PERSON Individual people, fictional characters
ORG Companies, institutions, agencies
LOCATION Geographical areas
DATE Absolute or relative dates, including years, months and/or days
TIME Specific time of the day
PERCENT Percentage expressions
NUMBER Numeric measurements or expressions
FACILITY Buildings, airports, highways, etc.
PRODUCT Objects, vehicles, food, etc. bearing a specific name
WORK_OF_ART Titles of creative works
LANGUAGE Natural or programming languages
NORP National, religious or political groups
ADDRESS Full addresses
PHONE_NUMBER Telephone numbers

Punctuation and special characters are not labeled.


βš™οΈ How to Use

from datasets import load_dataset

dataset = load_dataset("tanaos/synthetic-NER-dataset-v1")

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

🧠 Intended Use

This dataset is meant for training, fine-tuning, and evaluating models for Named Entity Recognition (NER) tasks.

Common use cases:

  • Identifying and classifying named entities in text
  • Enhancing information extraction systems
  • Improving text understanding in AI applications
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Models trained or fine-tuned on tanaos/synthetic-NER-dataset-v1