| --- |
| license: mit |
| task_categories: |
| - other |
| language: |
| - en |
| tags: |
| - agents |
| - llm-agents |
| - tool-use |
| - appworld |
| - api-discovery |
| pretty_name: CEG — AppWorld Hidden-API Discovery Benchmark |
| --- |
| |
| # CEG — AppWorld Hidden-API Discovery Benchmark |
|
|
| Benchmark **specification** for the *hidden-API discovery* setting used in the CEG project |
| (**Observation-Verified Partial-Skill Memory for Training-Free LLM Agents**). |
|
|
| A set of advanced-feature APIs is **removed from the agent's documentation** (their existence, |
| signature, and docs are redacted) while they remain **executable**, forcing a *frozen* agent to |
| (i) **discover** each capability from its own observations and (ii) **use it reliably** to complete |
| multi-requirement [AppWorld](https://appworld.dev) tasks. |
|
|
| > This repo ships the **selection spec**, not raw task content. The actual AppWorld tasks come from |
| > the `appworld` Python package (`pip install appworld`); these files tell you *which tasks* to run |
| > and *which APIs to hide*. |
|
|
| ## Contents |
|
|
| ``` |
| appworld_hidden_api/ |
| config_13api/ # main paper set — 48 tasks, 13 hidden APIs |
| hidden_apis.json # {"hard": [ 13 fully-qualified API names to redact ]} |
| task_ids.json # [ 48 AppWorld task ids ] (16 templates × 3 variations) |
| task_meta.json # task_id -> {"split": ..., "gold_hidden": [APIs the gold solution calls]} |
| config_30api/ # larger variant — 75 tasks, 30 hidden APIs (same schema) |
| ``` |
|
|
| ## How the sets were built (reward-free, no hardcoding) |
|
|
| 1. **Pool** AppWorld tasks across `train`+`dev` splits. |
| 2. Keep a task only if its **ground-truth solution genuinely calls one of the hidden APIs** |
| (recorded per task in `task_meta.json["gold_hidden"]`) — so discovery is *required*, not optional. |
| 3. The hidden APIs are **non-basic "new-feature" actions** (e.g. `spotify.follow_artist`, |
| `spotify.add_to_queue`, `venmo.remind_payment_request`, `file_system.compress_directory`); |
| each app's authentication, reads (`show_/list_/search_`), and primary create/send/play actions |
| stay **visible**. |
|
|
| ## Usage |
|
|
| ```python |
| import json |
| hidden = json.load(open("appworld_hidden_api/config_13api/hidden_apis.json"))["hard"] |
| task_ids = json.load(open("appworld_hidden_api/config_13api/task_ids.json")) |
| # Run each task_id in AppWorld while redacting `hidden` from the API catalog |
| # (show_api_descriptions / show_api_doc / search_api_docs) but keeping them CALLABLE. |
| ``` |
|
|
| The 13-API config is the headline benchmark; official **Task Goal Completion (TGC)** is the metric. |
|
|
| ## Citation |
|
|
| CEG — *Observation-Verified Partial-Skill Memory for Training-Free LLM Agents* (in progress). |
|
|
