NELL: Never-Ending Language Learning

Read the Web
Browse the Knowledge Base!

Can computers learn to read? We think so. "Read the Web" is a research project that attempts to create a computer system that learns over time to read the web. Since January 2010, our computer system called NELL (Never-Ending Language Learner) has been running continuously, attempting to perform two tasks each day:

So far, NELL has accumulated over 50 million candidate beliefs by reading the web, and it is considering these at different levels of confidence. NELL has high confidence in 2,810,379 of these beliefs — these are displayed on this website. It is not perfect, but NELL is learning. You can track NELL's progress below or @cmunell on Twitter, browse and download its knowledge base, read more about our technical approach, or join the discussion group.

Recently-Learned Facts Follow NELL on Twitter

instance iteration date learned confidence
sappington_farmers_market is a retail store 1111 06-jul-2018 99.8  
inclusion_awareness is a character trait 1111 06-jul-2018 99.4  
electronic_sound is a perception event 1111 06-jul-2018 98.5  
six_nobel_prizes is a film festival 1111 06-jul-2018 100.0  
commercial_agriculture is an economic sector 1111 06-jul-2018 100.0  
sega is related to game_boy_advance 1114 25-aug-2018 93.8  
brazil is a country located in the geopolitical location foreign_countries 1112 24-jul-2018 100.0  
mbta is a transportation system located in the city boston 1116 12-sep-2018 100.0  
nogales is a city also known as santa_cruz 1112 24-jul-2018 93.8  
china is a country also known as britain 1111 06-jul-2018 100.0