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
viana_do_castelo_bridge is a bridge 1111 06-jul-2018 97.2  
practical_examination is a medical procedure 1111 06-jul-2018 100.0  
invasive_cells is a type of biological cell 1111 06-jul-2018 94.9  
cage_welding_machine is a tool 1112 24-jul-2018 98.6  
signal_recordings is a record label 1111 06-jul-2018 97.3  
science_museum is a museum in the city central_london 1116 12-sep-2018 100.0  
nuclear_weapons is a type of weapon produced in russia 1113 15-aug-2018 100.0  
wgbh is a radio station in the city boston 1116 12-sep-2018 100.0  
the sports team eventual_super_bowl_champion_new_york_giants was the winner of nfc_championship_game 1116 12-sep-2018 93.8  
eggs is an agricultural product coming from nestlings 1114 25-aug-2018 96.9