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by kromem 1196 days ago
There is, but it's in deployment not in the model, which is part of why I really don't understand why the approaches are so dumb right now from such smart people.

It may be from the odd perspective of trying to create a monolith AGI model, which doesn't even make sense given even the human brain is made up of highly specialized interconnected parts and not a monolith.

But you could trivially fix almost all of these basic jailbreaks in a production deploy by adding an input pass where you ask a fine tuned version of the AI to sanitize inputs identifying requests relating to banned topics and allowing them or denying them accordingly and an output filter that checks for responses engaging with the banned topics and rewrites or disallows them accordingly.

In fact I suspect you'd even end up with a more performant core model by not trying to train the underlying model itself around these topics but simply the I/O layer.

The response from jailbreakers would (just like with early SQL injection) be attempts at reflection like the base64 encoding that occurred with Bing in the first week in response to what seemed a basic filter. But if the model can perform the reflection the analyzer on the same foundation should be able to be trained to still detect it given both prompt and response.

A lot of what I described above seems to have been part of the changes to Bing in production, but is being done within the same model rather than separate passes. In this case, I think you'll end up with more robust protections with dedicated analysis models rather than rolling it all into one.

I have a sneaking suspicion this is known to the bright minds behind all this, and the dumb deploy is explicitly meant to generate a ton of red teaming training data for exactly these types of measures for free.

1 comments

I think it's harder than you think, since a prompt can continue from another prompt.

For example, you can ask the AI to describe a good Samaritan. So far so good.

Then you can ask it to right a movie script with that character.

Then you can ask it to add another character who's the complete opposite in a very extreme way...

I was playing with Bing, and it would clam up on most copyright/trademark issues, and also comedy things like mocking religion. But I did have it do a very nice dramatic meeting between St. Francis of Assisi with Hannibal of Carthage.

Then I had it do a screenplay of Constantine the Great meeting his mother. I totally innocently prompted just an ordinary thing, or perhaps I asked for a comedy. At any rate, guess what I got? INCEST! Yes, Microsoft's GPT generated some slobbering kisses from mom to son as son uselessly protested and mom insisted they were in love.

Bing later clammed up really tight, refusing to write any songs or screenplays at all.