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
ethane is a refinery product 1115 03-sep-2018 96.8  
term_warming is an invertebrate 1111 06-jul-2018 94.3  
noisy_cave is a cave 1111 06-jul-2018 100.0  
william_grayson is a chef 1111 06-jul-2018 100.0  
merkel_cell_cancer is a disease 1111 06-jul-2018 100.0  
institutional_review_board is an organization known by the acronym irb 1116 12-sep-2018 100.0  
johnson001 graduated from state_university 1114 25-aug-2018 100.0  
invesco_field_at_mile_high is a tourist attraction in the city denver 1116 12-sep-2018 99.9  
baltimore_colts_in_super_bowl_iii is headquartered in the state or province new_york 1116 12-sep-2018 100.0  
emile_lahoud belongs to the religion christian 1116 12-sep-2018 100.0