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
goat_lake is a trail 1111 06-jul-2018 100.0  
human_resources_executive is a kind of office held by a politician 1111 06-jul-2018 100.0  
pacific_treefrog is an animal 1112 24-jul-2018 99.9  
functional_sofa is a kind of furniture 1111 06-jul-2018 99.5  
methanol_fuel_cells is a refinery product 1116 12-sep-2018 93.8  
lake_pend_oreille is a lake in the state or province idaho 1116 12-sep-2018 100.0  
julia has spouse paul001 1116 12-sep-2018 93.8  
carolina is headquartered in the state or province new_york_state 1116 12-sep-2018 100.0  
gideon and samuel001 are siblings 1114 25-aug-2018 93.8  
the sports team eventual_super_bowl_champion_new_york_giants was the winner of n1921_world_series 1116 12-sep-2018 99.8