| --- |
| license: apache-2.0 |
| --- |
| |
| # WikiHow Task Set |
|
|
| WikiHow task set is an InfoUI interaction task set based on |
| [Mobile-Env](https://github.com/X-LANCE/Mobile-Env) proposed in [*Mobile-Env: |
| An Evaluation Platform and Benchmark for Interactive Agents in LLM |
| Era*](https://arxiv.org/abs/2305.08144). |
| [WikiHow](https://www.wikihow.com/Main-Page) is a collaborative wiki site about |
| various real-life tips with more than 340,000 online articles. To construct the |
| task set, 107,448 pages are crawled, and the dumped website data occupy about |
| 88 GiB totally. |
|
|
| Several task definition templates are designed according to the functions of |
| WikiHow app and 5,522 task definitions are instantiated through the template |
| toolkit in Mobile-Env. This task set is named the *extended set* |
| (`wikihow-extended.tar.xz`). There may be several faults that may make the |
| system or the task fail in the auto-generated tasks. Therefore, 178 tasks are |
| sampled from the extended set and have been verified by human beings to ensure |
| correctness and stability, which is named the *canonical set* |
| (`wikihow-canonical.tar.xz`). Owing to the limit of the budgets, only 70 tasks |
| are tested using the proposed LLM-based agent in the corresponding pager. |
| These 70 tasks are given in `wikihow-microcanon.tar.xz`. We call it the |
| *canonical subset* or the *micro canonical set*. |
|
|
| ### Website Data Replay |
|
|
| The replay script for [mitmproxy](https://mitmproxy.org/) is given as |
| `replay_url.py`. To use this replay script, the information retrieval tool |
| [Pyserini](https://github.com/castorini/pyserini/) is required. Four parameters |
| are expected to be assigned in the script: |
|
|
| + The crawled data from WikiHow website (`dumps` in `wikihow.data.tar.xz`) |
| + The HTML templates used to mock the search result page (`templates` in |
| `wikihow.data.tar.xz`) |
| + The indices for the search engine based on Pyserini (`indices-t/indices` in |
| `wikihow.data.tar.xz`) |
| + The metadata of the crawled articles (`indices-t/docs/doc_meta.csv` in |
| `wikihow.data.tar.xz`) |
|
|
| All the required data are offered in `wikihow.data.tar.xz`. (The archive is |
| about 78 GiB. And the decompressed data are about 88 GiB.) The archive is split |
| into two pieces (`wikihow.data.tar.xz.00` and `wikihow.data.tar.xz.01`). You |
| can use `cat` to concatenate them: |
|
|
| ```sh |
| cat wikihow.data.tar.xz.00 wikihow.data.tar.xz.01 >wikihow.data.tar.xz |
| ``` |
|
|
| The SHA256 checksums are provided in `wikihow.data.tar.xz.sha256` to check the |
| integrity. |
|
|
| To run the script: |
|
|
| ```sh |
| mitmproxy --showhost -s replay_url.py |
| ``` |
|
|
| ### Certificate Unpinning Plan |
|
|
| The `syscert` plan proposed by Mobile-Env works for WikiHow app. You can |
| complete the config according to the [guideline of |
| Mobile-Env](https://github.com/X-LANCE/Mobile-Env/blob/master/docs/dynamic-app-en.md). |
| The available APK package from [APKCombo](https://apkcombo.com/) is provided. |
| And note to use the AVD image of version Android 11.0 (API Level 30) (Google |
| APIs) to obtain the best compatibility and the root-enabled ADBD. |
|
|
| ### Human-Rewritten Instructions |
|
|
| Human-rewritten instructions for the *canonical set* are release under |
| `instruction_rewriting/`. An AndroidEnv wrapper `InstructionRewritingWrapper` |
| is provided to load the rewritten instructions (`merged_doccano.json`) and |
| public patterns (`pattern-*.txt`). The annotations are collected via |
| [doccano](https://doccano.github.io/doccano/). The patterns are parsed by |
| [`sentence_pattern.py`](instruction_rewriting/sentence_pattern.py). |
|
|
