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[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-AVG
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-AVG
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
INSERT
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-AVG
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MIN
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MIN
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-AVG
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MIN
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MIN
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MIN
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MIN
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-SUM
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
INSERT
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
UPDATE
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MIN
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
ranking
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
counting
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
aggregation-MAX
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
[ { "content": "\nI will ask you a question, then you should help me operate a MySQL database with SQL to answer the question.\nYou have to explain the problem and your solution to me and write down your thoughts.\nAfter thinking and explaining thoroughly, every round you can choose to operate or to answer.\nyour...
other
End of preview. Expand in Data Studio

dbbench_distilled_v1

概要

DB Bench(AgentBench)の弱点カテゴリに対して、教師モデルで高品質なエージェントトレースを再生成した蒸留データセット。

生成方法

  • 手法: Oracle注入型マルチターン生成(ハード蒸留)
  • 教師モデル: Qwen/Qwen3-Coder-30B-A3B-Instruct(BF16、A100 80GB)
  • ソースデータ: u-10bei/dbbench_sft_dataset_react_v4
  • 生成環境: Google Colab A100 80GB(ハイメモリ)

Oracle注入型マルチターン生成とは

  1. dbbench_v4 から弱点カテゴリのサンプルをフィルタ
  2. 各サンプルの user質問・tool応答(SQL実行結果)・正解を抽出
  3. 教師モデルに「正解ヒント付き」でエージェント応答を1ターンずつ生成させる
  4. 教師が SQL を書いた後、元データの tool応答(実際のSQL実行結果)を注入
  5. これを繰り返し、効率的なトレースを再生成

データ仕様

  • サンプル数: 494件(成功率41%、約1,200件から生成)
  • 形式: messages(マルチターン対話)+ category
  • 対象カテゴリ: INSERT, aggregation-MAX, comparison, aggregation-SUM, counting

カテゴリ分布

カテゴリ 件数
other 128
counting 84
aggregation-MAX 67
ranking 56
comparison 45
aggregation-SUM 36
aggregation-MIN 28
INSERT 24
aggregation-AVG 18
UPDATE 8

メッセージ形式

user[0]      : システム説明 ("I will ask you a question...")
assistant[0] : "Ok."
user[1]      : 実際の質問
assistant[1] : Thought + Action: Operation + SQL
user[2]      : SQL実行結果(tool応答をuser roleで表現)
...
assistant[N] : Action: Answer + Final Answer: [...]

使用実績

  • 023: ALF v5 + 本データセット(黄金比)→ LB 4.7070(Top10)
  • 024: 023と同モデル → LB 4.7256

バリデーション基準

  • assistant に sql ``` を含むこと(SQL実行あり)
  • assistant に Final Answer: を含むこと(回答あり)
  • Ok. 以外の実質的な assistant ターンが存在すること

生成コード

012_distillation_dbbench.ipynb

ライセンス

教師モデル(Qwen3-Coder-30B-A3B-Instruct): apache-2.0

Downloads last month
20

Models trained or fine-tuned on kamaboko2007/dbbench_distilled_v1