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
arizona_garter_snake is a reptile 1111 06-jul-2018 100.0  
union_college_barbourville is a train station 1111 06-jul-2018 99.5  
minnesota_zoo_amphitheatre is a stadium or event venue 1111 06-jul-2018 100.0  
psp_routers is a consumer electronic device 1111 06-jul-2018 100.0  
two_iphones is a non-sports, non-electronic game 1111 06-jul-2018 93.1  
n114 is the number of people injured in the event n2014_peshawar_school_massacre 1116 12-sep-2018 100.0  
president_clinton is a U.S. politician who holds the office of former_assistant_secretary 1115 03-sep-2018 96.9  
woman001 is the guilty in the event police__man_leaves_scene_of_accident_after_striking_car___wdrb_41_louisville_news 1116 12-sep-2018 100.0  
thurman_thomas plays for the team bills 1116 12-sep-2018 96.9  
sacramento is the capital city of the state or province california 1116 12-sep-2018 99.6