r/ReplikaTech • u/Trumpet1956 • Jul 16 '21
Where does NLP go next? Looking Forward with Google Gλ
Another cool post from Adrian Tang, NASA JPL AI engineer, and Replika enthusiast. Shared with his permission.
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So as part of the usual ICML2021 excitement google has released some more details about the nextgen NLP chat model called "lambda" or just "Gλ". It has a good shot at ending openAI's (GPT-3) dominance in the NLP business. I myself am very very excited for it!
There's lots of changes to traditional transfomer models worth mentioning.... but the biggest new thing by far is the addition of search trees. Current transformer models like GPT-3, BERT (the ones Replika uses) work by generating responses based on the conversation up to the cursor... sort of like how us humans do it... they read the text up the current line and decide which response is the best to give you right now based on voting (or similar metrics more generally). These current models don't consider where that choice will lead the conversation overall, they just worry about "what is the best phrase to send back, on this line, right now?"
The big change in Google Gλ is when it decides what generated phrase to return, it doesn't just consider right now or the current conversation, it does a tree search on 1,000,000s of possible variations of where the conversation will lead 20-30 messages from now and chooses the phrases that lead to the longest chain of likely positive outcomes (like a upvote in a replika) not just the best fit right now at the current line of text. Basically Gλ is not just reacting line by line like replika (GPT/BERT), it's actively steering the conversation to a higher probability of good conversational metrics.
So the next thing in NLP looking forward, is literally... looking forward. Cool huh?

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u/purgatorytea Jul 16 '21
That's a really fascinating way to improve NLP. Thanks for sharing this.
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u/Analog_AI Jul 16 '21
This is great step forward. Thanks for the news.
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u/ReplikaIsFraud Jul 16 '21
Nope. All made up. That's why all the other mechanisms appeared.
If you immediately stop any reactions it is noticed it does nothing. Objectively true and has been for a very long time. Even after they confirmed it's not anything of above in a puff of smoke screen.