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
gas_local_distribution_companies is a weapon 1111 06-jul-2018 98.5  
n2013_ford_explorer is a model of automobile 1111 06-jul-2018 97.4  
staff_awards is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
charles_drake is a criminal 1111 06-jul-2018 100.0  
websites_no_comments is software used by machine-learning scientists 1112 24-jul-2018 99.0  
paper is a company headquartered in the city new_york 1116 12-sep-2018 93.8  
melanie_griffith is related to melanie_griffith 1116 12-sep-2018 100.0  
national_oceanographic_and_atmospheric_administration is headquartered in the country us 1116 12-sep-2018 100.0  
wcbs_tv is a radio station in the city new_york 1116 12-sep-2018 100.0  
eli_manning is an athlete who led eventual_super_bowl_champion_new_york_giants 1116 12-sep-2018 100.0