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
justice_paul_stevens is a judge 1111 06-jul-2018 97.4  
expansive_master_suite is an office building room 1111 06-jul-2018 97.3  
mandarin_salamander is an amphibian 1111 06-jul-2018 100.0  
arizona_garter_snake is a reptile 1111 06-jul-2018 100.0  
deep_auricular is a nerve 1111 06-jul-2018 98.9  
pacific is a city also known as san_francisco 1112 24-jul-2018 93.8  
wachovia_center is the home venue for the sports team philadelphia_76ers 1116 12-sep-2018 100.0  
paul_mccartney is a musician who is part of beatles 1116 12-sep-2018 100.0  
law is an academic program at the university george_washington_university__s_elliott_school 1114 25-aug-2018 96.9  
epstein_barr_virus is a bacteria that causes nasopharyngeal_carcinoma 1112 24-jul-2018 100.0