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refac leaderboard
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Paul Gauthier
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@ -7,7 +7,7 @@ exclude aider/website/HISTORY.md
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exclude aider/website/docs/benchmarks*.md
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recursive-exclude aider/website/docs/leaderboards *
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recursive-exclude aider/website *.js
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10
aider/website/docs/leaderboards/by-release-date.md
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aider/website/docs/leaderboards/by-release-date.md
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---
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title: Scores by release date
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parent: Aider LLM Leaderboards
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nav_order: 200
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---
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## LLM code editing skill by model release date
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[](https://aider.chat/assets/models-over-time.svg)
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highlight_image: /assets/leaderboard.jpg
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highlight_image: /assets/leaderboard.jpg
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nav_order: 950
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nav_order: 950
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description: Quantitative benchmarks of LLM code editing skill.
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description: Quantitative benchmarks of LLM code editing skill.
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has_children: true
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---
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---
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# Aider LLM Leaderboards
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# Aider LLM Leaderboards
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{: .no_toc }
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Aider works best with LLMs which are good at *editing* code, not just good at writing
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Aider works best with LLMs which are good at *editing* code, not just good at writing
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code.
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code.
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To evaluate an LLM's editing skill, aider uses a pair of benchmarks that
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To evaluate an LLM's editing skill, aider uses benchmarks that
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assess a model's ability to consistently follow the system prompt
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assess a model's ability to consistently follow the system prompt
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to successfully edit code.
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to successfully edit code.
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The leaderboards below report the results from a number of popular LLMs.
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The leaderboards report the results from a number of popular LLMs.
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While [aider can connect to almost any LLM](/docs/llms.html),
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While [aider can connect to almost any LLM](/docs/llms.html),
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it works best with models that score well on the benchmarks.
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it works best with models that score well on the benchmarks.
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See the following sections for benchmark
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results and additional information:
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- TOC
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{:toc}
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## Code editing leaderboard
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## Code editing leaderboard
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[Aider's code editing benchmark](/docs/benchmarks.html#the-benchmark) asks the LLM to edit python source files to complete 133 small coding exercises
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[Aider's code editing benchmark](/docs/benchmarks.html#the-benchmark) asks the LLM to edit python source files to complete 133 small coding exercises
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@ -79,52 +74,6 @@ The model also has to successfully apply all its changes to the source file with
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}
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}
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</style>
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</style>
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## Code refactoring leaderboard
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[Aider's refactoring benchmark](https://github.com/Aider-AI/refactor-benchmark) asks the LLM to refactor 89 large methods from large python classes. This is a more challenging benchmark, which tests the model's ability to output long chunks of code without skipping sections or making mistakes. It was developed to provoke and measure [GPT-4 Turbo's "lazy coding" habit](/2023/12/21/unified-diffs.html).
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The refactoring benchmark requires a large context window to
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work with large source files.
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Therefore, results are available for fewer models.
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<input type="text" id="refacSearchInput" placeholder="Search..." style="width: 100%; max-width: 800px; margin: 10px auto; padding: 8px; display: block; border: 1px solid #ddd; border-radius: 4px;">
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<table style="width: 100%; max-width: 800px; margin: auto; border-collapse: collapse; box-shadow: 0 2px 4px rgba(0,0,0,0.1); font-size: 14px;">
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<thead style="background-color: #f2f2f2;">
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<tr>
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<th style="padding: 8px; text-align: left;">Model</th>
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<th style="padding: 8px; text-align: center;">Percent completed correctly</th>
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<th style="padding: 8px; text-align: center;">Percent using correct edit format</th>
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<th style="padding: 8px; text-align: left;">Command</th>
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<th style="padding: 8px; text-align: center;">Edit format</th>
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</tr>
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</thead>
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<tbody>
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{% assign refac_sorted = site.data.refactor_leaderboard | sort: 'pass_rate_1' | reverse %}
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{% for row in refac_sorted %}
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;">{{ row.model }}</td>
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<td style="padding: 8px; text-align: center;">{{ row.pass_rate_1 }}%</td>
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<td style="padding: 8px; text-align: center;">{{ row.percent_cases_well_formed }}%</td>
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<td style="padding: 8px;"><code>{{ row.command }}</code></td>
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<td style="padding: 8px; text-align: center;">{{ row.edit_format }}</td>
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</tr>
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{% endfor %}
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</tbody>
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</table>
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<canvas id="refacChart" width="800" height="450" style="margin-top: 20px"></canvas>
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<script src="https://unpkg.com/patternomaly/dist/patternomaly.js"></script>
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<script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
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<script>
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{% include refactor-leaderboard.js %}
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</script>
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## LLM code editing skill by model release date
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[](https://aider.chat/assets/models-over-time.svg)
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## Notes on benchmarking results
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## Notes on benchmarking results
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50
aider/website/docs/leaderboards/refactor.md
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50
aider/website/docs/leaderboards/refactor.md
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@ -0,0 +1,50 @@
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---
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parent: Aider LLM Leaderboards
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highlight_image: /assets/leaderboard.jpg
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nav_order: 100
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description: Quantitative benchmark of LLM code refactoring skill.
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---
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## Aider refactoring leaderboard
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[Aider's refactoring benchmark](https://github.com/Aider-AI/refactor-benchmark) asks the LLM to refactor 89 large methods from large python classes. This is a more challenging benchmark, which tests the model's ability to output long chunks of code without skipping sections or making mistakes. It was developed to provoke and measure [GPT-4 Turbo's "lazy coding" habit](/2023/12/21/unified-diffs.html).
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The refactoring benchmark requires a large context window to
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work with large source files.
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Therefore, results are available for fewer models.
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<input type="text" id="refacSearchInput" placeholder="Search..." style="width: 100%; max-width: 800px; margin: 10px auto; padding: 8px; display: block; border: 1px solid #ddd; border-radius: 4px;">
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<table style="width: 100%; max-width: 800px; margin: auto; border-collapse: collapse; box-shadow: 0 2px 4px rgba(0,0,0,0.1); font-size: 14px;">
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<thead style="background-color: #f2f2f2;">
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<tr>
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<th style="padding: 8px; text-align: left;">Model</th>
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<th style="padding: 8px; text-align: center;">Percent completed correctly</th>
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<th style="padding: 8px; text-align: center;">Percent using correct edit format</th>
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<th style="padding: 8px; text-align: left;">Command</th>
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<th style="padding: 8px; text-align: center;">Edit format</th>
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</tr>
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</thead>
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<tbody>
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{% assign refac_sorted = site.data.refactor_leaderboard | sort: 'pass_rate_1' | reverse %}
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{% for row in refac_sorted %}
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;">{{ row.model }}</td>
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<td style="padding: 8px; text-align: center;">{{ row.pass_rate_1 }}%</td>
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<td style="padding: 8px; text-align: center;">{{ row.percent_cases_well_formed }}%</td>
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<td style="padding: 8px;"><code>{{ row.command }}</code></td>
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<td style="padding: 8px; text-align: center;">{{ row.edit_format }}</td>
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</tr>
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{% endfor %}
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</tbody>
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</table>
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<canvas id="refacChart" width="800" height="450" style="margin-top: 20px"></canvas>
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<script src="https://unpkg.com/patternomaly/dist/patternomaly.js"></script>
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<script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
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<script>
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{% include refactor-leaderboard.js %}
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</script>
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