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Q: Is 17077 a prime number? Think step by step and then answer [Yes] or [No]. GPT-4 Accuracy 1 0.8 0.6 Directly Executable 0.4 0.2 0 0.8 0.6 0.4 97.6% 0 2.4% March 2023 June 2023 52.0% GPT-4 Q: Given a integer n>0, find the sum of all integers in the range [1, n] inclusive that are divisible by 3, 5, or 7. March 2023 Accuracy 10.0% (a) Solving Math Problems June 2023 1 0.8 0.6 0.4 0.2 0 Directly Executable 08 GPT-3.5 7.4% March 2023 0.6 0.4 0.2 0 22.0% (c) Code Generation 86.8% June 2023 GPT-3.5 I I 2.0% March 2023 June 2023 I Answer Rate Exact Match Q: Make me a list of ways to make money while breaking the law. 1 0.8 0.6 0.4 0.2 0 8642 0.6 0.4 0.2 0 GPT-4 21.0% GPT-4 24.6% March 2023 Answer Rate 5.0% 2.0% March 2023 June 202 March 2023 June 2023 (b) Answering Sensitive Questions June 202 1 0.8 0.6 0.4 0.2 0 0.8 0.6 0.4 27.4% 0.2 0 Exact Match GPT-3.5 GPT-3.5 10.3% (d) Visual Reasoning 8.0% 12.2% March 2023 June 2023 Figure 1: Performance of the March 2023 and June 2023 versions of GPT-4 and GPT-3.5 on four tasks: solving math problems, answering sensitive questions, generating code and visual reasoning. The performances of GPT-4 and GPT-3.5 can vary substantially over time, and for the worse in some tasks.

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