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_straightner_cream is a personal care product 1111 06-jul-2018 97.2  
ennis_cave is a cave 1111 06-jul-2018 100.0  
pietro_morando is a visual artist 1111 06-jul-2018 100.0  
gold_blue_topaz_earrings is a visualizable attribute 1111 06-jul-2018 91.0  
earth_island_journal is a publication 1111 06-jul-2018 99.4  
french is a language used in the university ohio_state_university 1116 12-sep-2018 99.2  
abbotsford is a city located in the state or province wisconsin 1116 12-sep-2018 93.8  
magic is a sports team that plays against cavaliers 1111 06-jul-2018 100.0  
the companies paper and new_york compete with eachother 1111 06-jul-2018 98.4  
ktvk is a TV station in the city downtown_phoenix 1116 12-sep-2018 100.0