私は普段、大規模言語モデルのコード生成能力を継続的にベンチマークしています。先日、SWE-bench verified の結果が大きく話題になりましたが、その裏側に潜む「データセット汚染」の問題を、実際に HolySheep AI を使って検証したので|report|します。
SWE-bench Verified とは
SWE-bench は、GitHub の реальные issue から抽出されたソフトウェアエンジニアリングタスクのベンチマークです。「verified」サブセットは人間によって解決法が確認済みの問題のみを含む高精度版です。しかし、最近の研究で多くのモデルが。これらの問題听说过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过见过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