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| license: other | |
| language: [en, ar, zh, fr, de, it, ja, ko, pt, es, pl, vi, th, id, hi, ru] | |
| task_categories: [text-generation] | |
| tags: [function-calling, tool-use, agents, on-device, grpo, reinforcement-learning] | |
| size_categories: [1K<n<10K] | |
| configs: | |
| - config_name: default | |
| data_files: | |
| - {split: train, path: train.parquet} | |
| - {split: test, path: test.parquet} | |
| - {split: test_unseen, path: test_unseen.parquet} | |
| - {split: showcase, path: showcase.parquet} | |
| # Phone Assistant Tools | |
| > [!Note] | |
| > 📓 **Tutorial**: This is the dataset used in [GRPO with TRL](https://colab.research.google.com/github/Liquid4All/cookbook/blob/main/finetuning/notebooks/lfm3_grpo_with_trl.ipynb) | |
| Requests to a phone assistant with the gold tool calls, for a fixed catalog of 108 tools. Depending on the request, the right behavior is one or more calls, a clarifying question, or an answer without any tool. 16 languages. | |
| ## Files | |
| | File | Rows | Content | | |
| |---|---:|---| | |
| | `tools.json` | 108 | tool catalog, as function schemas | | |
| | `scoring.json` | 108 | for each tool argument, how a predicted value is compared with the gold one | | |
| | `train` | 2,500 | requests for 98 of the tools | | |
| | `test` | 499 | requests for the same 98 tools | | |
| | `test_unseen` | 300 | requests for the 10 tools that never appear in `train` or `test` calls | | |
| | `showcase` | 8 | examples from `test_unseen` | | |
| ## Fields | |
| | Field | Description | | |
| |---|---| | |
| | `id` | row identifier | | |
| | `language` | ISO 639-1 code of the request | | |
| | `category` | `single`, `multi`, `lookalike`, `no_tool`, `clarify` or `partial` | | |
| | `context` | `{datetime, timezone, locale}` of the phone | | |
| | `request` | user request | | |
| | `calls` | gold calls as a JSON string, in any order, or `[]` when no call should be made | | |
| ## Conventions | |
| - Dates and times are local and resolved from `context.datetime`: `YYYY-MM-DDTHH:MM:SS`, `YYYY-MM-DD`, `HH:MM`. | |
| - Optional arguments appear only when the user states them. | |
| - Argument keys and enum values are English. Free text stays in the user's language. | |