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
newport_news_city is a county 1111 06-jul-2018 100.0  
roseland_theater is a building 1111 06-jul-2018 94.7  
support_no_responses is software used by machine-learning scientists 1112 24-jul-2018 99.7  
fathers_father is a monarch 1111 06-jul-2018 99.1  
true_square is a geometric shape 1111 06-jul-2018 93.6  
china is a country located in the geopolitical location global_powers 1111 06-jul-2018 100.0  
brown_stadium is a stadium or event venue also known as browns_stadium 1112 24-jul-2018 100.0  
oakland_international is an airport in the city san_francisco 1116 12-sep-2018 100.0  
jeff is a person who has attended the school college 1114 25-aug-2018 98.4  
carmelo_anthony was born in the city new_york 1116 12-sep-2018 100.0