Named Entity Recognizer
Named Entity Recognizer IP
The Named Entity Recognizer (NER) Input Processor identifies and annotates entities found in the inputs. Currently the NER Input Processor is available as an NL Analyzer for the following languages:
| Named Entity Recognizer | |
|---|---|
| English | Italian |
| French | Spanish |
| German | Swedish |
The Input Processor provides annotations such as location, organizations, products, addresses, e-mail addresses, etc. The Named Entity Recognizer uses a machine learning model and is trained in-house specifically on Artificial Solutions' type of data.
The below table shows the available Teneo annotations.
Please follow the link for information about available Entities in the Teneo NLU Ontology and Semantic Network.
| Annotation | Description | Examples |
|---|---|---|
ADDRESS.NER | Street name and street number when applicable | I live on 2967 Washington st. What time does the office on Birch avenue open? I recently moved to 23 Main street. |
CULTURAL_GROUP.NER | Nationalities, ethnic groups, religious groups etc. | Do you accept students from German universities? I need to order special food on the flight, I am Muslim. Mum is cooking great Arabic food. |
DATE.NER | Full dates (Year, month, day) | I was born on April 7th, 1991. The ticket was issued 23 Jan 2017. I have been a customer since 14-03-2015. |
EMAIL.NER | E-mail addresses. The annotation has a Boolean variable bIsComplete which indicates if the detected e-mail address is syntactically correct. | E-mail it to john.doe@artificial-solutions.com My email is tester at yahoo dot com |
EVENT.NER | Events, national holidays, treaties, awards/prices etc. | Who won the Oscar's last night? Where are you celebrating Christmas this year? The treaty of Versailles was signed in 1919. |
FACILITY.NER | Buildings, airports, train stations, public transport lines, hospitals etc. | I want to fly from Newark to LAX. Have you ever visited the Empire state building? What year was the Brooklyn Bridge built? |
FICTIONAL_FIGURE.NER | Fictional figures, cartoons etc. | Who do you think you are, Superman? He was wearing a black coat, a bit like Batman’s. I don't believe in Santa Claus. |
GEOGRAPHY.NER | Non-political geographical entities: mountains, bodies of water, planets, moons, suns etc. | How many rings does Saturn have in total? Who was the first one to climb Mount Everest? How big is the Sahara Desert? |
IP.NER | IP addresses | Connect to 10.1.2.148 |
KNOWN_FIGURE.NER | Known, public (non-fictional) figures | Barack Obama was the President of the United States for 8 years. I am a big fan of Meryl Streep. Play a song from Justin Bieber. |
KNOWN_GROUP.NER | Known groups and bands | Play a nice song by The Beatles. I liked the latest Coldplay album. Another song from Metallica please. |
LANGUAGE.NER | Languages | Do you have this document in Swedish? Translate ‘hello’ to Hindi. I speak thee languages: Polish, English and Urdu. |
LOCATION.NER | Geopolitical locations (humans made the borders) Including: Continents, Countries, States, Counties, Cities, Neighborhoods etc. | I was born in California. I want to fly from Paris to London. What time does the ferry to Staten Island depart? |
MED_CHEM.NER | Medical/chemicals: Chemical substances, named diseases, and drugs | Is there a vaccine for Malaria? Who really discovered the Penicillin? Find me information about Iodine. |
MISC.NER | Miscellaneous: named entities that fit none of the other categories | The Tyrannosaurus Rex could be over 6 meters high. What happened to Obamacare? What is the Erasmus programme? |
ORGANIZATION.NER | Organizations: companies or a division of a company, universities, schools, embassies, religious organizations, political parties etc. | I work at Apple. What is the e-mail address to Artificial-Solutions? I studied at Harvard University. |
PERSON.NER | Name of persons, including titles and surnames if present | My name is Mrs Johnsson. The ticket is booked in the name Joanne Stevens. Send a text to John please. |
PRODUCT.NER | Product or brand names or organization names used as products in the context | I drive a BMW. How much is the new iPhone X? Can you open Facebook and make a post for me? |
SPORTS.NER | Sports teams, sports organizations, sporting events | Miami Dolphins is a good team! I want to watch the winter Olympics. who won the FIFA world cup? |
UNIQUE_IDENTIFIER.NER | Unique identifiers: Product numbers, phone numbers, user names, member numbers etc. | My phone number is 123-44 43 33. I have a bonus card with number ebb123523111. When will 103-121-111 be in stock again? |
UNIT.NER | Established units with value, including but not limited to: Duration, age, temperature, percentage, information (bits) weight, volume, speed, length, currency | My phone has 64 GB. This flight has cost me almost 600. We have more than 750 miles to go. |
URL.NER | URLs (also partial / truncated URLs) | Open google.com Go to page www.teneo.ai Take me to cnn dot com |
ZIP_CODE.NER | Zip codes | my zip is V0G 1Y0. My address is 24 Main street 23212 New York. |
WORK_OF_ART.NER | Work of art, songs, albums, movies, books, video games | I watched Moulin Rouge in the cinema I simply loved Fall of Giants All you need is love was the number one hit on many playlists |