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
inside_ankle_bone is a bone 1113 15-aug-2018 97.9  
minnedosa_lake is a lake 1111 06-jul-2018 100.0  
williams_gateway_airport is a transportation system 1111 06-jul-2018 100.0  
turkestani is an ethnic group 1111 06-jul-2018 91.1  
paddington_train_station is a skyscraper 1111 06-jul-2018 100.0  
perth is the capital city of the state or province western_australia 1116 12-sep-2018 100.0  
clark_sisters is a musician in the genre gospel 1113 15-aug-2018 99.5  
taxpayers participated in the event result 1113 15-aug-2018 99.6  
name is a drug having the side effect side_effects 1111 06-jul-2018 100.0  
eugenio_velez plays for the team eventual_super_bowl_champion_new_york_giants 1116 12-sep-2018 96.9