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π€― Insight: How OpenAI Improves Its Mathematical Reasoning
OpenAI improves its mathematical reasoning using process supervision instead of outcome supervision. Process supervision rewards each correct step of reasoning, training the model to produce a logical chain of thought endorsed by humans.
Compared to outcome supervision, process supervision not only boosts performance but also has alignment advantages, encouraging interpretable and aligned reasoning.
In testing with the MATH dataset, process supervision consistently outperformed outcome supervision in producing correct final answers. This approach incurs a negative alignment tax, making it more likely to be adopted and positively impacting alignment efforts.
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Prompt:
STYLE: Abstract Gaze MOOD: Intriguing SCENE: Dive into the world of abstract portraiture by capturing a face enveloped by a stained 3D sphere, creating a visually captivating and mysterious effect. Focus on the eyes as they peer through the transparent surface, conveying a sense of curiosity and intrigue. Collaborate with contemporary photographer David LaChapelle, celebrated for his surreal and thought-provoking images, to push the boundaries of creativity and storytelling. --q 2 --s 750 --style raw
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β Michael.ai (@michaellassai)
1:20 PM β’ May 31, 2023
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