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
coral_florida is a beach 1111 06-jul-2018 100.0  
laundry_workers is a trade union 1112 24-jul-2018 98.4  
urban_soul_recordings is a record label 1111 06-jul-2018 98.9  
enlarged_inguinal_lymph_nodes is a lymph node 1111 06-jul-2018 99.2  
wet_room is a kind of room 1111 06-jul-2018 99.7  
ross held the position of king 1115 03-sep-2018 100.0  
newsnet5 is a TV station in the city cleveland 1116 12-sep-2018 100.0  
president_bill_clinton is a U.S. politician who is a member of the political group congress 1116 12-sep-2018 96.9  
adam_loewen plays the sport baseball 1116 12-sep-2018 98.4  
hawkins is a top member of palm_inc 1116 12-sep-2018 93.8