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
english_majors is a victim 1111 06-jul-2018 100.0  
arpaneta is a musical instrument 1111 06-jul-2018 93.8  
hallands is a state or a province 1111 06-jul-2018 98.4  
the_southland_times is a political blog 1111 06-jul-2018 100.0  
dietary_nutrients is a food 1111 06-jul-2018 98.1  
the sport baseball was played at n1907_world_series 1116 12-sep-2018 100.0  
polish is the language of the country canada 1116 12-sep-2018 93.8  
ksvi is a TV affiliate of the network abc_news 1116 12-sep-2018 93.8  
n71 is the number of people killed in the event nigerian_bus_station_bombing_kills_71_on_edge_of_capital 1116 12-sep-2018 100.0  
flannels is a clothing item to go with shirts 1111 06-jul-2018 93.8