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DeepSeek Coder V2 0724 was by far the biggest surprise
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and strongest code editing model, coming in 2nd on the leaderboard.
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It can
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efficiently edit code with SEARCH/REPLACE, unlike the prior
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efficiently edit code with SEARCH/REPLACE, unlike
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the prior DeepSeek Coder version.
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This unlocks the ability to edit large files.
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This Coder got 73% on the benchmark,
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This new Coder version got 73% on the benchmark,
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very
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close to Sonnet (77%) but 20-50X less expensive!
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close to Sonnet's 77% but 20-50X less expensive!
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## LLama 3.1
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Meta released the family of Llama 3.1 models,
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Meta released the
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Llama 3.1 family of models,
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which have performed well on many evals.
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The flagship Llama 3.1 405B instruct only
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securing #7 on aider's leaderboard.
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secured #7 on aider's leaderboard.
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This is well behind frontier models like
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Claude 3.5 Sonnet & GPT-4o.
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The 405B model can use SEARCH/REPLACE to efficiently
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edit code, but at a significant decrease in the benchmark score.
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When using this "diff" editing format, its score dropped to 64%.
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edit code, but with a decrease in the benchmark score.
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When using this "diff" editing format, its score dropped
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from 66% to 64%.
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The smaller 70B model was competitive with GPT-3.5, while
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the 8B model lags far behind.
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