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
pencis is an office supply 1111 06-jul-2018 90.7  
alicia_green is an actor 1111 06-jul-2018 91.1  
best_ever_devil_s_food_cake is a baked good 1111 06-jul-2018 100.0  
odsherreds_zoo is an aquarium 1111 06-jul-2018 100.0  
timely_pet is an animal 1112 24-jul-2018 93.6  
martinsburg is a city located in the state or province west_virginia 1116 12-sep-2018 96.9  
screen looks like line 1116 12-sep-2018 98.4  
atlanta_journal_constitution is a company headquartered in the city new_york 1116 12-sep-2018 93.8  
president_reagan is a U.S. politician endorsed by the U.S. politician george_h_w__bush 1112 24-jul-2018 96.9  
mark is a person who graduated from the university college 1115 03-sep-2018 100.0