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
n09_25_2009 is a dataset used within the scientific field of machine learning 1111 06-jul-2018 100.0  
ordinary_cells is a type of biological cell 1111 06-jul-2018 95.0  
e_r_l_y is a programming language 1112 24-jul-2018 97.8  
ethylbenzene is a refinery product 1115 03-sep-2018 97.9  
functional_sofa is a kind of furniture 1111 06-jul-2018 99.5  
sega is related to nintendo_game_boy 1114 25-aug-2018 93.8  
future_arms is a type of weapon produced in russia 1113 15-aug-2018 96.9  
expensive_suit is a clothing item to go with hat 1111 06-jul-2018 93.8  
cuthbert_scott belongs to the religion roman_catholic 1116 12-sep-2018 100.0  
santa_cruz is a city also known as tenerife 1112 24-jul-2018 98.4