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# Lazy coding benchmark for gpt-4-0125-preview
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title: The January GPT-4 Turbo is lazier than the last version
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excerpt: The new `gpt-4-0125-preview` model is quantiatively lazier at coding than previous GPT-4 versions, according to a new "laziness" benchmark.
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# The January GPT-4 Turbo is lazier than the last version
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[](https://aider.chat/assets/benchmarks-0125.svg)
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title: Code editing benchmarks for OpenAI's "1106" models
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excerpt: A quantitative comparison of the code editing capabilities of GPT-3.5 and GPT-4 versions that were released in Nov 2023.
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excerpt: A quantitative comparison of the code editing capabilities of the new GPT-3.5 and GPT-4 versions that were released in Nov 2023.
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# Code editing benchmarks for OpenAI's "1106" models
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title: GPT code editing benchmarks
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excerpt: Benchmarking GPT-3.5 and GPT-4 code editing skill using a new code editing benchmark suite based on the Exercism python exercises.
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# GPT code editing benchmarks
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[](https://aider.chat/assets/benchmarks.svg)
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title: Improving GPT-4's codebase understanding with ctags
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excerpt: Using ctags to build a "repository map" to increase GPT-4's ability to understand a large code base.
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# Improving GPT-4's codebase understanding with ctags
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title: Building a better repository map with tree sitter
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excerpt: Tree-sitter allows aider to build a repo map that better summarizes large code bases.
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# Building a better repository map with tree sitter
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title: ed diffs make GPT-4 Turbo less lazy
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excerpt: GPT-4 Turbo has a problem with lazy coding, which can be signiciantly improved by asking for code changes formatted as unified diffs.
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# Unified diffs make GPT-4 Turbo less lazy
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