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How OpenAI is attempting to make ChatGPT safer and fewer biased

February 21, 2023
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It’s not simply freaking out journalists (a few of whom ought to actually know higher than to anthropomorphize and hype up a dumb chatbot’s means to have emotions.) The startup has additionally gotten plenty of warmth from conservatives within the US who declare its chatbot ChatGPT has a “woke” bias. 

All this outrage is lastly having an impression. Bing’s trippy content material is generated by AI language expertise referred to as ChatGPT developed by startup OpenAI, and final Friday, OpenAI issued a weblog publish aimed toward clarifying how its chatbots ought to behave. It additionally launched its tips on how ChatGPT ought to reply when prompted with issues about US “tradition wars.” The foundations embody not affiliating with political events or judging one group nearly as good or dangerous, for instance. 

I spoke to Sandhini Agarwal and Lama Ahmad, two AI coverage researchers at OpenAI, about how the corporate is making ChatGPT safer and fewer nuts. The corporate refused to touch upon its relationship with Microsoft, however they nonetheless had some fascinating insights. Right here’s what they needed to say: 

How one can get higher solutions: In AI language mannequin analysis, one of many largest open questions is how you can cease the fashions “hallucinating,” a well mannered time period for making stuff up. ChatGPT has been utilized by hundreds of thousands of individuals for months, however we haven’t seen the sort of falsehoods and hallucinations that Bing has been producing. 

That’s as a result of OpenAI has used a way in ChatGPT referred to as reinforcement studying from human suggestions, which improves the mannequin’s solutions based mostly on suggestions from customers. The approach works by asking individuals to select between a variety of various outputs earlier than rating them when it comes to numerous totally different standards, like factualness and truthfulness. Some specialists imagine Microsoft may need skipped or rushed this stage to launch Bing, though the corporate is but to verify or deny that declare. 

However that technique just isn’t excellent, in response to Agarwal. Individuals may need been offered with choices that have been all false, then picked the choice that was the least false, she says. In an effort to make ChatGPT extra dependable, the corporate has been specializing in cleansing up its dataset and eradicating examples the place the mannequin has had a desire for issues which can be false. 

Jailbreaking ChatGPT: Since ChatGPT’s launch, individuals have been attempting to “jailbreak” it, which suggests discovering workarounds to immediate the mannequin to break its personal guidelines and generate racist or conspiratory stuff. This work has not gone unnoticed at OpenAI HQ. Agarwal says OpenAI has gone via its whole database and chosen the prompts which have led to undesirable content material so as to enhance the mannequin and cease it from repeating these generations. 

OpenAI desires to hear: The corporate has mentioned it can begin gathering extra suggestions from the general public to form its fashions. OpenAI is exploring utilizing surveys or organising residents assemblies to debate what content material needs to be utterly banned, says Lama Ahmad. “Within the context of artwork, for instance, nudity will not be one thing that is thought of vulgar, however how do you consider that within the context of ChatGPT within the classroom,” she says.



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