| --- |
| license: cc-by-sa-4.0 |
| pretty_name: Tiny Aya SQL agent - BIRD Mini-Dev evaluation trajectories |
| language: |
| - en |
| tags: |
| - text-to-sql |
| - bird |
| - evaluation |
| - trajectories |
| - agent |
| configs: |
| - config_name: bird_scores |
| default: true |
| data_files: |
| - split: base |
| path: runs/final-bird-sql-20261109-02/bird-base/metrics.jsonl |
| - split: a1500 |
| path: runs/final-bird-sql-20261109-02/bird-a1500/metrics.jsonl |
| - split: b |
| path: runs/final-b-bird-sql-20261110-01/bird-b/metrics.jsonl |
| --- |
| |
| # Tiny Aya SQL agent: BIRD Mini-Dev evaluation records |
|
|
| Per-question scores and full agent trajectories for the untuned **Tiny Aya Global**, **A1500** and |
| **B** on 493 BIRD Mini-Dev questions (SQLite). |
| - **Use:** BIRD was used for the final evaluation only. It was never used for training, tuning or |
| choosing a model. |
| - **Licence:** this dataset is kept separate because BIRD's licence is share-alike. |
|
|
| - Models: [B](https://huggingface.co/satish9177/tiny-aya-sql-agent) and |
| [A1500](https://huggingface.co/satish9177/tiny-aya-sql-agent-a1500) |
| - Main data and logs: [satish9177/tiny-aya-sql-agent-data](https://huggingface.co/datasets/satish9177/tiny-aya-sql-agent-data) |
| - Code: [github.com/satish9177/aya-db-agent](https://github.com/satish9177/aya-db-agent) |
| - Write-up: [Teaching Tiny Aya to query databases (HF Article)](https://huggingface.co/blog/satish9177/teaching-tiny-aya-to-query-databases-what-fine-tun) |
|
|
| ## Scores (strict; 493 of 500 questions) |
|
|
| | Model | Strict | Set | |
| |---|---:|---:| |
| | Tiny Aya Global, untuned | 0 (0.0%) | - | |
| | A1500 | 8 (1.6%) | 8 | |
| | **B (submitted)** | **7 (1.4%)** | 8 | |
|
|
| - **Exclusions:** seven questions were excluded before any model use, because their reference query |
| exceeded the execution cap. They are listed in `eval-inputs/data/bird/final-v1/exclusions.jsonl`. |
| - **Main failure:** the models mostly run out of their eight tool steps on BIRD's large schemas. |
|
|
| ## Contents |
|
|
| | Path | Contents | |
| |---|---| |
| | `eval-inputs/data/bird/final-v1/tasks.jsonl` | the 493 questions in our tool format, with BIRD's evidence notes where present, reference SQL and recomputed gold rows | |
| | `runs/final-bird-sql-20261109-02/` | Base and A1500: scores, trajectories, submissions, AuditKIT verdicts, job logs | |
| | `runs/final-b-bird-sql-20261110-01/` | B: the same | |
| | `MANIFEST.json` | SHA256 and size of every file | |
|
|
| **Databases are not included.** Get them from the official source (see below), then place them where the |
| task files point. |
|
|
| ## About these records |
|
|
| - **Edits for publication:** personal details were removed after the runs. |
| - `hf-user` stands for the HF account a job ran on. |
| - Job links are reduced to job IDs. |
| - Hashes inside the records refer to the files as they were when each job ran. |
| - **Sample rows:** they are shown when the agent describes a table, and they come from BIRD's public |
| databases unchanged. One of them is an email address in a public user profile. |
| - **Difficulty labels:** the labels come from the source file as-is. That file labels 460 of 500 |
| questions "challenging", unlike BIRD's published split, so we report BIRD only overall. |
|
|
| ## Licence and credits |
|
|
| - **Licence:** CC BY-SA 4.0, as these records are derived from BIRD Mini-Dev. |
| - **Model outputs:** the records also contain outputs of Tiny Aya Global (Cohere Labs, CC-BY-NC-4.0). |
| - **Source:** [`birdsql/bird_mini_dev`](https://huggingface.co/datasets/birdsql/bird_mini_dev), revision |
| `5b256b5a9c17478f06ed6912612e9a14d17065c8`. The databases come from the card-linked official SQLite |
| images. |
|
|
| Please cite BIRD: |
|
|
| ```bibtex |
| @inproceedings{li2023bird, |
| title = {Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs}, |
| author = {Li, Jinyang and Hui, Binyuan and Qu, Ge and others}, |
| booktitle = {Advances in Neural Information Processing Systems 36}, |
| year = {2023} |
| } |
| ``` |
|
|
