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_beauty_product is a personal care product 1111 06-jul-2018 99.4  
holdem_pokergame_sites is a cardgame 1111 06-jul-2018 99.8  
margarita_mix is a beverage 1111 06-jul-2018 92.6  
response_phase is a non-disease physiological condition 1111 06-jul-2018 96.1  
lieutenant_governor_the_lieutenant_governor is a kind of office held by a politician 1111 06-jul-2018 100.0  
jimmy_wales is a top member of wikipedia 1116 12-sep-2018 98.4  
hockey is a sport with fans in the country u_s_ 1116 12-sep-2018 93.8  
european_countries is a generalization of portugal 1116 12-sep-2018 96.9  
vanessa_paradis has husband johnny_depp 1116 12-sep-2018 99.2  
los_angeles_ca participated in the event finals 1111 06-jul-2018 96.9