| --- |
| dataset_info: |
| - config_name: spider |
| features: |
| - name: db_id |
| dtype: string |
| - name: question |
| dtype: string |
| - name: query |
| dtype: string |
| - name: query_toks |
| list: string |
| splits: |
| - name: train |
| num_examples: 7000 |
| - name: validation |
| num_examples: 1034 |
| - config_name: reviewed_trajectories |
| features: |
| - name: db_id |
| dtype: string |
| - name: question |
| dtype: string |
| - name: gold_sql |
| dtype: string |
| - name: trajectory |
| list: |
| struct: |
| - name: step |
| dtype: int32 |
| - name: thought |
| dtype: string |
| - name: tool |
| dtype: string |
| - name: argument |
| dtype: string |
| - name: observation |
| dtype: string |
| - name: final_sql |
| dtype: string |
| - name: test_suite_passed |
| dtype: bool |
| splits: |
| - name: train |
| num_examples: 500 |
| - config_name: filtered_rollouts |
| features: |
| - name: db_id |
| dtype: string |
| - name: question |
| dtype: string |
| - name: rollout_sql |
| dtype: string |
| - name: execution_accuracy |
| dtype: float32 |
| splits: |
| - name: train |
| num_examples: 1200 |
| configs: |
| - config_name: spider |
| data_files: |
| - split: train |
| path: spider/train-* |
| - split: validation |
| path: spider/validation-* |
| - config_name: reviewed_trajectories |
| data_files: |
| - split: train |
| path: reviewed_trajectories/train-* |
| - config_name: filtered_rollouts |
| data_files: |
| - split: train |
| path: filtered_rollouts/train-* |
| --- |
| |
| # AskTheDatabase Trajectories & Evaluation Benchmark 🗄️ |
|
|
| > Procedural interactive exploration trajectories and relational benchmark datasets for natural language to SQL translation. |
|
|
| This dataset repository powers the training and empirical evaluation of **AskTheDatabase**, enabling models to move beyond brittle single-turn SQL generation toward verifiable, multi-turn schema exploration. |
|
|
| --- |
|
|
| ## Configurations & Subsets |
|
|
| ### 1. `reviewed_trajectories` (Harness-Zero Distillation) |
| High-quality multi-turn trajectories curated and verified by K_SQL procedural rules: |
| - **Tools executed**: `inspect_schema`, `sample_data`, `execute_sql`. |
| - **Target**: Teaches models to actively inspect table schemas and categorical distinct values before committing to final queries, eliminating schema hallucinations. |
|
|
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset("chrisjcc/ask-the-database", "reviewed_trajectories") |
| print(dataset["train"][0]["trajectory"]) |
| ``` |
|
|
| ### 2. `filtered_rollouts` (Condition 3 RLVR Warmup) |
| Rollout trajectories generated by student models and filtered strictly by execution accuracy and test suite rewards. |
| |
| ```python |
| dataset = load_dataset("chrisjcc/ask-the-database", "filtered_rollouts") |
| ``` |
| |
| ### 3. `spider` (Normalized Relational Benchmark) |
| Normalized Spider text-to-SQL benchmark train (7,000 samples) and dev (1,034 samples) splits with aligned SQLite database schemas. |
| |
| ```python |
| dataset = load_dataset("chrisjcc/ask-the-database", "spider") |
| ``` |
| |
| --- |
| |
| ## Schema & Features |
| |
| - `db_id` *(string)*: Unique identifier of the target SQLite database. |
| - `question` *(string)*: User natural language inquiry. |
| - `gold_sql` *(string)*: Ground-truth reference SQL query. |
| - `trajectory` *(list of structs)*: Step-by-step interactive actions, thoughts, and environment observations. |
| - `test_suite_passed` *(bool)*: Whether the final SQL passes the dual-fixture mutation test suite. |
| |
| --- |
| |
| ## Licensing & Attribution |
| - Spider benchmark: [Yale LILY Lab](https://yale-lily.github.io/spider) (CC BY-SA 4.0). |
| - Curated trajectories & fixtures: Apache 2.0. |
| |
