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
southern_giant_petrel is a bird 1111 06-jul-2018 100.0  
mendenhall_lake is a lake 1111 06-jul-2018 100.0  
unibody_aluminum is a building material 1111 06-jul-2018 98.2  
square_curve is a geometric shape 1111 06-jul-2018 94.2  
gold_blue_topaz_earrings is a visualizable attribute 1111 06-jul-2018 91.0  
nissan is a specific automobile maker dealer in midland 1114 25-aug-2018 100.0  
dupont terminated the employment of charles_o__holliday 1114 25-aug-2018 100.0  
london_heathrow_airport is a tourist attraction in the city central_london 1116 12-sep-2018 96.9  
paralympic_games is a sports game that took place on the date n2010 1116 12-sep-2018 100.0  
president_jimmy_carter is a U.S. politician who holds the office of secretary 1115 03-sep-2018 99.8