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
grey_throated_tit_flycatcher is a vertebrate 1111 06-jul-2018 100.0  
strobe is a perception event 1111 06-jul-2018 94.9  
conference_titles is an award, championship, or tournament trophy 1111 06-jul-2018 100.0  
n1998_playoffs is a sports game 1111 06-jul-2018 99.7  
stone_grey is a color 1111 06-jul-2018 99.9  
camden_yards is the home venue for the sports team mlb_presenting_baltimore_orioles 1116 12-sep-2018 100.0  
english is a language used in the university florida_international_university 1111 06-jul-2018 96.9  
cleveland_browns participated in the event games 1113 15-aug-2018 100.0  
little_gas is a generalization of nuclear_missile 1111 06-jul-2018 100.0  
football_players is a generalization of kerry_collins 1116 12-sep-2018 100.0