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
democratic_force_or_fd is a political party 1111 06-jul-2018 100.0  
pico_blvd is a highway 1111 06-jul-2018 93.3  
kendra_spencer is a director 1111 06-jul-2018 90.9  
fifa_women__s_world_cup is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
ophiotrichidae is a mollusk 1112 24-jul-2018 100.0  
paw_paw_river is a lake in the state or province michigan 1116 12-sep-2018 93.8  
blood is a subpart of the body within side001 1111 06-jul-2018 100.0  
management concerns information 1114 25-aug-2018 93.8  
invertebrates is a type of snails 1114 25-aug-2018 100.0  
georgetown_university_law_center is a sports team that plays in the league international 1116 12-sep-2018 100.0