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Reading: GPT-5.3 On the spot cuts hallucinations by 26.8% as OpenAI shifts focus from velocity to accuracy
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Technology

GPT-5.3 On the spot cuts hallucinations by 26.8% as OpenAI shifts focus from velocity to accuracy

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Last updated: March 4, 2026 3:22 am
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GPT-5.3 On the spot cuts hallucinations by 26.8% as OpenAI shifts focus from velocity to accuracy
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GPT-5.3 On the spot cuts hallucinations by 26.8% as OpenAI shifts focus from velocity to accuracy

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GPT-5.3 On the spot cuts hallucinations by as much as 26.8%Accuracy overtakes efficiency as OpenAI's promoting levelGPT-5.3 On the spot dials again refusals and "cringe" toneSecurity card exhibits regressions in sexual content material and self-harm classesAnticipate a brand new mannequin quickly?

OpenAI's GPT-5.3 On the spot — the corporate's most generally used mannequin — reduces hallucinations by as much as 26.8% in comparison with its predecessor, prioritizing accuracy and conversational reliability over uncooked efficiency positive factors, OpenAI says.

GPT-5.3 On the spot, which is basically the default and is essentially the most used mannequin for ChatGPT customers, additionally improves on tone, relevance and dialog with fewer refusals. It’s out there on each ChatGPT and on the API. 

Proper now, solely the On the spot mannequin will likely be upgraded to five.3, however the firm mentioned it’s engaged on updating the opposite fashions below ChatGPT, Pondering, and Professional to five.3 “quickly.” 

GPT-5.3 On the spot cuts hallucinations by as much as 26.8%

OpenAI ran two inner evaluations: one throughout higher-stakes domains together with medication, finance, and legislation; the opposite drawing on consumer suggestions.

Primarily based on higher-stakes evaluations carried out by the corporate, GPT-5.3 On the spot reduces hallucinations by 26.8% when utilizing the net. It improves reliability by 19.7% when counting on its inner information. Person suggestions confirmed a 22.5% lower in hallucinations when answering queries utilizing internet search. 

The corporate mentioned GPT-5.3 On the spot is extra dependable as a result of it improved the way it balances info from the web with its personal inner coaching and reasoning. 

“Extra broadly, GPT-5.3 On the spot is much less prone to overindex on internet outcomes, which beforehand might result in lengthy lists of hyperlinks or loosely related info. It does a stronger job of recognizing the subtext of questions and surfacing crucial info, particularly upfront, leading to solutions which can be extra related and instantly usable, with out sacrificing velocity or tone,” the corporate mentioned. 

An instance OpenAI gave is when a consumer asks concerning the greatest signing in Main League Baseball and its influence. The earlier mannequin, GPT-5.2, typically defaulted to summarizing search outcomes.

Accuracy overtakes efficiency as OpenAI's promoting level

With this new launch, first on its most used mannequin, OpenAI needs enterprise clients and different ChatGPT customers to know that the battlefront is not only about how performant a mannequin is, but in addition about how properly it might probably adhere to precise info. As a substitute of specializing in efficiency metrics reminiscent of velocity and token financial savings, the corporate is leaning extra into GPT-5.3 On the spot’s reliability. 

Opponents reminiscent of Google and Anthropic additionally tout better accuracy of their new fashions. Anthropic mentioned its new Claude Sonnet 4.6 has fewer hallucinations, whereas Google was pressured to pull its Gemma 3 mannequin after it hallucinated false details about a lawmaker. 

GPT-5.3 On the spot dials again refusals and "cringe" tone

“This replace focuses on the components of the ChatGPT expertise individuals really feel on daily basis: tone, relevance, and conversational stream. These are nuanced issues that don’t at all times present up in benchmarks, however form whether or not ChatGPT feels useful or irritating. GPT-5.3 On the spot instantly displays consumer suggestions in these areas,” OpenAI mentioned in a weblog submit.

GPT-5.3 On the spot has a extra pure dialog model, shifting away from what OpenAI claimed was a “cringe” tone that got here throughout as overbearing and made assumptions about consumer intent. The corporate famous that it’ll make sure the chat platform’s persona is extra constant throughout updates so customers is not going to expertise a tonal shift when conversing with the mannequin.

The brand new mannequin considerably reduces refusals. OpenAI mentioned the earlier mannequin would typically refuse to reply questions, even when they didn’t violate any guardrails. Typically, the prior mannequin solutions “in ways in which really feel overly cautious or preachy, notably round delicate subjects.”

The corporate guarantees that GPT-5.3 is not going to do the identical and can tone down “overly defensive or moralizing preambles.” This implies the mannequin will reply instantly, with out caveats, so customers don’t finish conversations with out a response to their question. 

Regardless of this, GPT-5.3 On the spot nonetheless faces some limitations, particularly in some languages like Korean and Japanese, the place the solutions nonetheless sound stilted. 

Security card exhibits regressions in sexual content material and self-harm classes

The brand new mannequin doesn’t have help for grownup content material, based on an OpenAI spokesperson in an e mail to VentureBeat, as the corporate remains to be determining “how one can maximize consumer freedom whereas sustaining our excessive security bar.” OpenAI doesn’t have a timeline for when it should launch that performance.

OpenAI carried out security benchmarking on the brand new mannequin, noting on its security card that, whereas it carried out properly in opposition to disallowed content material, it nonetheless didn’t match the extent of GPT-5.2 On the spot. Nonetheless, OpenAI famous these outcomes might change after launch.

"GPT-5.3 On the spot exhibits regressions relative to GPT-5.2 On the spot and GPT-5.1 On the spot for disallowed sexual content material, and relative to GPT-5.2 On the spot for self-harm on each commonplace and dynamic evaluations," the corporate mentioned.

In different classes, OpenAI mentioned the mannequin performs on par with or higher than earlier releases, and famous the regressions for graphic violence and violent illicit conduct have low statistical significance.

Anticipate a brand new mannequin quickly?

After asserting GPT-5.3 On the spot and noting that updates for Pondering and Professional will likely be coming quickly, OpenAI teased that even this new mannequin could possibly be retiring.

In a submit on X, OpenAI mentioned GPT-5.4 is coming “earlier than you assume.”

OpenAI didn’t elaborate on what adjustments, if any, we are able to count on with GPT-5.4 and which modes will get it first. 

GPT-5.2 On the spot, the predecessor mannequin, will stay out there on the ChatGPT mannequin picker till June 3, when it is going to be retired.

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Reading: GPT-5.3 On the spot cuts hallucinations by 26.8% as OpenAI shifts focus from velocity to accuracy
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