| --- |
| language: |
| - en |
| - zh |
| license: apache-2.0 |
| task_categories: |
| - text-classification |
| - feature-extraction |
| - zero-shot-classification |
| tags: |
| - agent |
| - decision-making |
| - cross-encoder |
| - reranker |
| - modernbert |
| - tool-use |
| size_categories: |
| - 10K<n<100K |
| --- |
| |
| # Agent-Decision-30k: Multi-Task Operational Decisions Dataset |
|
|
| **Agent-Decision-30k** is a curated dataset of 30,456 high-fidelity operational decisions for training and benchmarking System-1 (fast-thinking) decision engines and cross-encoders. |
|
|
| ## Dataset Structure |
|
|
| Each sample is formatted as a JSON object: |
| ```json |
| { |
| "context": "Detailed observation, system logs, environment state, or DOM context", |
| "instruction": "Target goal, user intent, or operational constraint", |
| "candidates": { |
| "action_a": "First candidate option", |
| "action_b": "Second candidate option", |
| "action_c": "Third candidate option" |
| }, |
| "gold": "action_a", |
| "domain": "browser_dom | api_dispatch | ecom_brand | ecom_specs | ecom_category | legal_clause" |
| } |
| ``` |
|
|
| ## Domains Covered |
|
|
| 1. **Browser DOM Automation**: XPath selection, button clicking, form field focus. |
| 2. **API Tool Routing**: Function calling and handler dispatch under strict argument constraints. |
| 3. **E-Commerce Brand Extraction**: Canonical brand attribution across messy product titles. |
| 4. **E-Commerce Specs & Attributes**: Multi-attribute constraint satisfaction. |
| 5. **E-Commerce Category Prediction**: Hierarchical taxonomic placement. |
| 6. **Legal & Contract Alignment**: Clause matching and regulatory compliance verification. |
|
|
| ## Intended Use |
| Designed to train sub-15ms cross-encoders (such as [FastDecider-149M](https://huggingface.co/mkzero/FastDecider-149M)) for reliable agent dispatch. |
|
|
