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
trade_street is a highway 1111 06-jul-2018 93.3  
n86_20 is a performance metric used by machine-learning scientists 1111 06-jul-2018 100.0  
progressiivne_rock is a genre of music 1111 06-jul-2018 99.0  
jaguar_xj6_engines is a kind of automobile engine 1111 06-jul-2018 100.0  
grandfather_mountain is a mountain 1111 06-jul-2018 99.9  
stephin_merritt is a musician who is part of magnetic_fields 1116 12-sep-2018 99.9  
antonio_pierce plays for the team eventual_super_bowl_champion_new_york_giants 1116 12-sep-2018 99.6  
verizon_center is a stadium or event venue located in the city washington_d_c_ 1116 12-sep-2018 100.0  
liverpool_john_moores_university is a sports team that won the league_title 1114 25-aug-2018 100.0  
kiku001 is a TV station in the city honolulu 1116 12-sep-2018 100.0