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
hair_growth_products is a personal care product 1111 06-jul-2018 97.9  
n12859 is a ZIP code 1111 06-jul-2018 99.8  
ford_model_50b_sports_coupe is a product 1111 06-jul-2018 100.0  
beneath_the_remains is a musical album 1111 06-jul-2018 100.0  
kristina_wilson is an actor 1111 06-jul-2018 91.3  
hardy is an athlete who injured his/her hand 1115 03-sep-2018 93.8  
fix is a restaurant in the city las_vegas 1116 12-sep-2018 100.0  
scott_mcnealy is a top member of sun_microsystems 1116 12-sep-2018 99.2  
youtube has official website youtube_com 1111 06-jul-2018 100.0  
kia is a specific automobile maker dealer in south_korea 1116 12-sep-2018 100.0