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
khabarovskiy is a state or a province 1111 06-jul-2018 98.4  
afl_cio_federation is a trade union 1112 24-jul-2018 93.9  
unibody_aluminum is a building material 1111 06-jul-2018 98.2  
the_kitsap_sun is a location 1111 06-jul-2018 97.8  
fire_ants is an invertebrate 1111 06-jul-2018 98.1  
the country guyana uses the currency dollars 1116 12-sep-2018 100.0  
bush is a person who was written about in denver_post 1116 12-sep-2018 100.0  
el_mensajero is a newspaper in the city san_francisco 1116 12-sep-2018 100.0  
david_cone plays for the team yankees 1116 12-sep-2018 93.8  
dan graduated from state 1112 24-jul-2018 93.8