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
cheryl_st_john is a writer 1111 06-jul-2018 100.0  
peros_banhos is a state or a province 1111 06-jul-2018 96.9  
region_of_lymph_nodes is a lymph node 1111 06-jul-2018 99.2  
winter_park_area is a monument 1111 06-jul-2018 99.9  
first_deputy_assistant_secretary is a kind of office held by a politician 1111 06-jul-2018 100.0  
henry001 is a person who has attended the school state_university 1114 25-aug-2018 96.9  
south_carolina_aquarium is an aquarium in the city charlotte 1116 12-sep-2018 100.0  
garlic is an agricultural product that is usually cooked with lemon 1113 15-aug-2018 96.9  
flowers is an agricultural product produced in uk_ 1116 12-sep-2018 100.0  
gail_collins is a journalist that writes for the publication new_york_times 1113 15-aug-2018 98.4