モデルプロバイダーはしばしばメトリックやベンチマークデータセットを操作するため、異なるモデルの品質を比較する最良の方法の一つは、人間に2つのLLMsからのレスポンスを提示し、より優れた方を選ばせるブラインド調査である。研究組織 Large Model Systems（LMSYS）（https://chat.lmsys.org）はこの手法を大規模かつ公開・透明性をもって実施し、各対比比較の入力プロンプト、出力レスポンス、人間の選好を公表している。
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