Hi EatingNoone! I see your desire for figuring out how to build AGI sooner instead of later.
You mention above what Hinton calls "equivalence" for recognizing rotated/ scaled/ offset image objects/ features (or text objects like w a l k, w a l k, wwaallkk, klaw, and "walk too fast" <--> "walk just too very fast"). But why would you think this is a problem or THE problem when 1) DALL-E looks like it solves this as seen on openAI.com, and 2) I know of much bigger requirements to make DALL-E into AGI, and it isn't about exactly improving Prediction/Recognition abilities, it's something even more ground breaking and unifying. We are close to AGI if it thinks like us, so far if you look at openAI.com you can see it nearly does. And Jukebox generated me human level music completions. Perplexity and the Hutter Prize's Compression evaluations also help BUT they the Prediction Scores do not tell you how close to AGI you are, without looking at the actual generated "prompt completions" as openAI.com calls them. The best evaluation is how long the machine survives in the universe, but that takes way to long to test. If you look at DALL-E, you can see where it needs to improve on to "talk and think" more like a human brain. Notice it seems a bit stagnant. I can say but not here in public. BTW notice DALL-E can be asked to give the same image on the right but with a word on it, or broken, or super-resolved, or deblurred, so it is much more general than text only etc. This is becoming the G in AGI more now. Currently OpenAI.com released a word-based-math problems dataset in a blog post, this would be the perfect testbed for my innovating discovery I pinpointed we need add. I guess it would work on many of the long standing hard prompts though, but maybe this would be more helpful for testing on. ------------------------------------------ Artificial General Intelligence List: AGI Permalink: https://agi.topicbox.com/groups/agi/Tabd1763b276303cf-Mb6acbd49d642a69c44bde4ed Delivery options: https://agi.topicbox.com/groups/agi/subscription
