All posts by zapier

Improving Mathematical Reasoning with Process Supervision

We’ve trained a model to achieve a new state-of-the-art in mathematical problem solving by rewarding each correct step of reasoning (“process supervision”) instead of simply rewarding the correct final answer (“outcome supervision”). In addition to boosting performance relative to outcome supervision, process supervision also has an important alignment benefit: it directly trains the model to produce a chain-of-thought that is endorsed by humans.

source https://openai.com/research/improving-mathematical-reasoning-with-process-supervision

[The Marketing AI Show Episode 49]: Google AI Ads, Microsoft AI Copilots, Cities and Schools Embrace AI, Top VC’s Best AI Resources, Fake AI Pentagon Explosion Picture, and NVIDIA’s Stock Soars

Paul and Mike sat down on the Friday before the Memorial Day weekend to record this week’s episode of The Marketing AI Show. There are usually seven days between recordings, but as fast as AI is moving, this episode will not disappoint in the volume of content covered and the speed of change that continues.

Listen or watch below—and see below for show notes and the transcript.

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[The Marketing AI Show Episode 48]: Artificial Intelligence Goes to Washington, the Biggest AI Safety Risks Today, and How AI Could Be Regulated

In what we think is one of the most important podcast episodes to date, Paul and Mike break down the congressional hearings–and not just Sam Altman’s–to focus on what it means, the safety risks, regulations, and more.

Listen or watch below—and see below for show notes and the transcript.

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