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
port_of_vilagarcia_de_arosa is a transportation port 1111 06-jul-2018 100.0  
guilford_technical_community_college___jamestown is a train station 1111 06-jul-2018 99.0  
world_class_fishing is a sport 1111 06-jul-2018 100.0  
enlarged_group_2_lymph_nodes is a lymph node 1111 06-jul-2018 99.1  
professional_development_activities is a hobby 1111 06-jul-2018 100.0  
michelle has husband barack_obama 1116 12-sep-2018 99.2  
chris_osgood and legace are teammates 1111 06-jul-2018 93.8  
west_edmonton_mall is a shopping mall in the city edmonton 1116 12-sep-2018 100.0  
robert_de_niro is an actor that worked with the director brian_de_palma 1116 12-sep-2018 100.0  
kob_tv is a TV affiliate of the network nbc_news 1116 12-sep-2018 98.4