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EPISODE · Nov 6, 2025 · 6 MIN

20251106 - Oxford pretends AI benchmarks are science, not marketing

from Pivot to AI · host David Gerard

How could all these benchmarks be fake, it's a mystery https://pivot-to-ai.com/2025/11/06/oxford-pretends-ai-benchmarks-are-science-not-marketing/ - text Patreon: https://www.patreon.com/davidgerard Ko-Fi: https://ko-fi.com/A1529D5 Buy me nice things: https://www.amazon.co.uk/hz/wishlist/ls/3Q8VZW46J6DM6 Get an extremely cool Pivot to AI shirt or mug: https://pivot-to-ai.redbubble.com Send in your story tips: [email protected] Sources: Measuring what Matters: Construct Validity in Large Language Model Benchmarks (press release) https://oxrml.com/measuring-what-matters/ Measuring what Matters: Construct Validity in Large Language Model Benchmarks (PDF) https://openreview.net/pdf?id=mdA5lVvNcU Previously on Pivot to AI: OpenAI o3 beats FrontierMath — because OpenAI funded the test and had access to the questions https://pivot-to-ai.com/2025/01/20/openai-o3-beats-frontiermath-because-openai-funded-the-test-and-had-access-to-questions/ AI benchmarks are self-promoting trash — but regulators keep using them https://pivot-to-ai.com/2025/02/25/ai-benchmarks-are-self-promoting-trash-but-regulators-keep-using-them/ The finance press finally starts talking about the 'AI bubble' https://pivot-to-ai.com/2025/09/28/the-finance-press-finally-starts-talking-about-the-ai-bubble/ video: https://www.youtube.com/watch?v=AgR1TCllRgc&list=UU9rJrMVgcXTfa8xuMnbhAEA Full Pivot to AI playlist: https://www.youtube.com/playlist?list=UU9rJrMVgcXTfa8xuMnbhAEA  

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