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第五十三条 纳税人实施不具有合理商业目的的安排而减少、免除、推迟缴纳增值税税款,或者提前退税、多退税款的,税务机关可以依照《中华人民共和国税收征收管理法》和有关行政法规的规定予以调整。
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After OpenAI released GPT-5.3-Codex (high) which performed substantially better and faster at these types of tasks than GPT-5.2-Codex, I asked Codex to write a UMAP implementation from scratch in Rust, which at a glance seemed to work and gave reasonable results. I also instructed it to create benchmarks that test a wide variety of representative input matrix sizes. Rust has a popular benchmarking crate in criterion, which outputs the benchmark results in an easy-to-read format, which, most importantly, agents can easily parse.
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