When Altman celebrates lastly getting GPT to keep away from em dashes, he’s actually celebrating that OpenAI has tuned the most recent model of GPT-5.1 (in all probability by reinforcement studying or fine-tuning) to weight customized directions extra closely in its likelihood calculations.
There’s an irony about management right here: Given the probabilistic nature of the difficulty, there’s no assure the difficulty will keep fastened. OpenAI constantly updates its fashions behind the scenes, even inside the identical model quantity, adjusting outputs based mostly on person suggestions and new coaching runs. Every replace arrives with totally different output traits that may undo earlier behavioral tuning, a phenomenon researchers name the “alignment tax.”
Exactly tuning a neural community’s habits will not be but a precise science. Since all ideas encoded within the community are interconnected by values referred to as weights, adjusting one habits can alter others in unintended methods. Repair em sprint overuse right this moment, and tomorrow’s replace (geared toward enhancing, say, coding capabilities) would possibly inadvertently convey them again, not as a result of OpenAI desires them there, however as a result of that’s the character of making an attempt to steer a statistical system with thousands and thousands of competing influences.
This will get to an implied query we talked about earlier. If controlling punctuation use continues to be a battle which may pop again up at any time, how far are we from AGI? We are able to’t know for certain, nevertheless it appears more and more doubtless that it received’t emerge from a big language mannequin alone. That’s as a result of AGI, a expertise that might replicate human basic studying capacity, would doubtless require true understanding and self-reflective intentional motion, not statistical sample matching that typically aligns with directions in case you occur to get fortunate.
And talking of getting fortunate, some customers nonetheless aren’t having luck with controlling em sprint use outdoors of the “customized directions” function. Upon being instructed in-chat to not use em dashes inside a chat, ChatGPT up to date a saved reminiscence and replied to 1 X person, “Received it—I’ll stick strictly to quick hyphens any longer.”
