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
cast_aluminum_construction is a building material 1111 06-jul-2018 99.0  
metric_learning is an area of study within the field of machine learning 1111 06-jul-2018 99.9  
if_i_should_fall_from_grace_with_god is a musical album 1111 06-jul-2018 100.0  
proliferation_software is a tool 1111 06-jul-2018 99.7  
john_joseph is a European person 1111 06-jul-2018 100.0  
pete_seeger is a musician in the genre folk 1113 15-aug-2018 100.0  
goldman is a company headquartered in the city new_york 1116 12-sep-2018 100.0  
hadleigh is a hotel in the city central_london 1116 12-sep-2018 96.9  
haneda_airport is a generalization of temple_of_the_reclining_buddha 1114 25-aug-2018 100.0  
seals is a type of mammals 1114 25-aug-2018 100.0