| --- |
| license: mit |
| language: |
| - en |
| task_categories: |
| - reinforcement-learning |
| - text-classification |
| tags: |
| - agent-routing |
| - appworld |
| - scienceworld |
| - multi-model-routing |
| --- |
| |
| # RouteStep Trajectory Dataset |
|
|
| This directory contains normalized AppWorld and ScienceWorld trajectories for |
| step-level model routing. Every JSON file is self-contained and uses USD |
| cache-aware token-price estimates from `pricing.json`. |
|
|
| ## Layout |
|
|
| ```text |
| dataset/ |
| ├── pricing.json |
| ├── appworld/ |
| │ ├── manifest.json |
| │ ├── task_ids.txt |
| │ ├── single_model_trajectories/<task_id>/<model_slug>.json |
| │ └── mixed_trajectories/<task_id>.json |
| └── scienceworld/ |
| ├── manifest.json |
| ├── task_ids.txt |
| ├── single_model_trajectories/<task_id>/<model_slug>.json |
| └── mixed_trajectories/<task_id>.json |
| ``` |
|
|
| ## Cost convention |
|
|
| `prompt_tokens` includes cached tokens. For every model call: |
|
|
| ```text |
| uncached_input_tokens = prompt_tokens - cache_read_tokens - cache_write_tokens |
| estimated_cost_usd = ( |
| uncached_input_tokens * input_price |
| + cache_read_tokens * cache_read_price |
| + cache_write_tokens * cache_write_price |
| + completion_tokens * output_price |
| ) / 1_000_000 |
| ``` |
|
|
| Provider-reported spend is not used for cross-model comparisons. Prices and |
| all costs are denominated in USD. |
|
|
| In AppWorld single-model files, `state.history_step_indices` references earlier |
| steps in the same trajectory instead of duplicating their complete action and |
| observation payloads. This preserves the full ordered history while keeping |
| the dataset compact. |
|
|
| ## Coverage |
|
|
| - AppWorld: 3,616 single-model trajectories and 418 successful mixed trajectories. |
| - ScienceWorld: 1,525 single-model trajectories and 477 successful mixed trajectories. |
| - All AppWorld mixed trajectories have complete per-step usage and cost fields. |
| - 299 ScienceWorld mixed trajectories have complete per-step usage and costs. |
| The remaining 178 historical trajectories did not retain candidate-call token |
| usage; their unavailable usage and cost fields are `null` rather than inferred. |
|
|
| See each benchmark's `manifest.json` for aggregate counts and costs. |
|
|
| ## Downloaded archives |
|
|
| The Hugging Face release stores each benchmark as a compressed archive to |
| avoid per-file API rate limits. Each archive expands to the layout documented |
| above: |
|
|
| ```bash |
| tar --zstd -xf appworld.tar.zst |
| tar --zstd -xf scienceworld.tar.zst |
| ``` |
|
|