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
balfour_beatty_construction is a company 1111 06-jul-2018 92.0  
romans_5_1_11 is an ethnic group 1111 06-jul-2018 94.5  
loren_adams_museum_of_fine_art is a museum 1111 06-jul-2018 100.0  
n10_07_2010 is a dataset used within the scientific field of machine learning 1111 06-jul-2018 100.0  
representative_jim_himes is a politician 1111 06-jul-2018 100.0  
tampa_bay_devil_rays is a sports team that played in series 1111 06-jul-2018 99.8  
white_river_amphitheatre is a stadium or event venue located in the city auburn 1116 12-sep-2018 93.8  
bangladesh is a country also known as china 1111 06-jul-2018 93.8  
j_p__howell is a person also known as p_j__brown 1115 03-sep-2018 100.0  
modern_language is an academic program at the university college 1112 24-jul-2018 93.8