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---
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date: '2023-03-21T06:25:47'
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hypothesis-meta:
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created: '2023-03-21T06:25:47.417575+00:00'
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document:
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title:
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- 'GPT-4 and professional benchmarks: the wrong answer to the wrong question'
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flagged: false
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group: __world__
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hidden: false
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id: N6BVsMexEe2Z4X92AfjYDg
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links:
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html: https://hypothes.is/a/N6BVsMexEe2Z4X92AfjYDg
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incontext: https://hyp.is/N6BVsMexEe2Z4X92AfjYDg/aisnakeoil.substack.com/p/gpt-4-and-professional-benchmarks
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json: https://hypothes.is/api/annotations/N6BVsMexEe2Z4X92AfjYDg
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permissions:
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admin:
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- acct:ravenscroftj@hypothes.is
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delete:
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- acct:ravenscroftj@hypothes.is
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read:
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- group:__world__
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update:
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- acct:ravenscroftj@hypothes.is
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tags:
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- llm
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- openai
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- gpt
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- ModelEvaluation
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target:
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- selector:
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type: RangeSelector
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- end: 5998
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start: 5517
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type: TextPositionSelector
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- exact: "To benchmark GPT-4\u2019s coding ability, OpenAI evaluated it on problems\
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\ from Codeforces, a website that hosts coding competitions. Surprisingly,\
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\ Horace He pointed out that GPT-4 solved 10/10 pre-2021 problems and 0/10\
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\ recent problems in the easy category. The training data cutoff for GPT-4\
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\ is September 2021. This strongly suggests that the model is able to memorize\
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\ solutions from its training set \u2014 or at least partly memorize them,\
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\ enough that it can fill in what it can\u2019t recall."
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prefix: 'm 1: training data contamination'
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suffix: As further evidence for this hyp
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type: TextQuoteSelector
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source: https://aisnakeoil.substack.com/p/gpt-4-and-professional-benchmarks
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text: OpenAI was only able to pass questions available before september 2021 and
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failed to answer new questions - strongly suggesting that it has simply memorised
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the answers as part of its training
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updated: '2023-03-21T06:26:57.441600+00:00'
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uri: https://aisnakeoil.substack.com/p/gpt-4-and-professional-benchmarks
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user: acct:ravenscroftj@hypothes.is
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user_info:
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display_name: James Ravenscroft
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in-reply-to: https://aisnakeoil.substack.com/p/gpt-4-and-professional-benchmarks
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tags:
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- llm
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- openai
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- gpt
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- ModelEvaluation
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- hypothesis
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type: annotation
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url: /annotations/2023/03/21/1679379947
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---
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<blockquote>To benchmark GPT-4’s coding ability, OpenAI evaluated it on problems from Codeforces, a website that hosts coding competitions. Surprisingly, Horace He pointed out that GPT-4 solved 10/10 pre-2021 problems and 0/10 recent problems in the easy category. The training data cutoff for GPT-4 is September 2021. This strongly suggests that the model is able to memorize solutions from its training set — or at least partly memorize them, enough that it can fill in what it can’t recall.</blockquote>OpenAI was only able to pass questions available before september 2021 and failed to answer new questions - strongly suggesting that it has simply memorised the answers as part of its training
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