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
buffalo_campground is a place to ski 1111 06-jul-2018 92.5  
toronto_offering is a geopolitical entity that is an organization 1111 06-jul-2018 94.5  
search_engine_positioning is an economic sector 1111 06-jul-2018 99.9  
neck_swollen_tender_lymph_nodes is a lymph node 1111 06-jul-2018 98.9  
domenico_bianchi_francois_auguste_biard is an architect 1111 06-jul-2018 100.0  
ontario is a state or province located in the geopolitical location north_america 1111 06-jul-2018 99.9  
new_orleans is the home city of the sports team new_orleans_hornets 1116 12-sep-2018 100.0  
tim_burton directed the movie batman 1115 03-sep-2018 100.0  
the sports leage nba uses the venue toyota_center 1114 25-aug-2018 100.0  
union_oyster_house is a restaurant in the city los_angeles_ca 1116 12-sep-2018 100.0