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--- |
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license: apache-2.0 |
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--- |
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(Works with [Mobile-Env v2.x](https://github.com/X-LANCE/Mobile-Env/tree/v2.1).) |
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# WikiHow Task Set |
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WikiHow task set is an InfoUI interaction task set based on |
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[Mobile-Env](https://github.com/X-LANCE/Mobile-Env) proposed in [*Mobile-Env: |
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An Evaluation Platform and Benchmark for Interactive Agents in LLM |
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Era*](https://arxiv.org/abs/2305.08144). |
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[WikiHow](https://www.wikihow.com/Main-Page) is a collaborative wiki site about |
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various real-life tips with more than 340,000 online articles. To construct the |
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task set, 107,448 pages are crawled, and the dumped website data occupy about |
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88 GiB totally. |
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Several task definition templates are designed according to the functions of |
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WikiHow app and 5,522 task definitions are instantiated through the template |
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toolkit in Mobile-Env. This task set is named the *extended set* |
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(`wikihow-extended.tar.xz`). There may be several faults that may make the |
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system or the task fail in the auto-generated tasks. Therefore, 178 tasks are |
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sampled from the extended set and have been verified by human beings to ensure |
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correctness and stability, which is named the *canonical set* |
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(`wikihow-canonical.tar.xz`). Owing to the limit of the budgets, only 70 tasks |
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are tested using the proposed LLM-based agent in the corresponding pager. |
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These 70 tasks are given in `wikihow-microcanon.tar.xz`. We call it the |
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*canonical subset* or the *micro canonical set*. |
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### Website Data Replay |
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The replay script for [mitmproxy](https://mitmproxy.org/) is given as |
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`replay_url.py`. To use this replay script, the information retrieval tool |
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[Pyserini](https://github.com/castorini/pyserini/) is required. Four parameters |
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are expected to be assigned in the script: |
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+ The crawled data from WikiHow website (`dumps` in `wikihow.data.tar.xz`) |
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+ The HTML templates used to mock the search result page (`templates` in |
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`wikihow.data.tar.xz`) |
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+ The indices for the search engine based on Pyserini (`indices-t/indices` in |
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`wikihow.data.tar.xz`) |
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+ The metadata of the crawled articles (`indices-t/docs/doc_meta.csv` in |
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`wikihow.data.tar.xz`) |
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All the required data are offered in `wikihow.data.tar.xz`. (The archive is |
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about 78 GiB. And the decompressed data are about 88 GiB.) The archive is split |
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into two pieces (`wikihow.data.tar.xz.00` and `wikihow.data.tar.xz.01`). You |
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can use `cat` to concatenate them: |
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```sh |
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cat wikihow.data.tar.xz.00 wikihow.data.tar.xz.01 >wikihow.data.tar.xz |
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``` |
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The SHA256 checksums are provided in `wikihow.data.tar.xz.sha256` to check the |
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integrity. |
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To run the script: |
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```sh |
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mitmproxy --showhost -s replay_url.py |
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``` |
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### Certificate Unpinning Plan |
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The `syscert` plan proposed by Mobile-Env works for WikiHow app. You can |
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complete the config according to the [guideline of |
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Mobile-Env](https://github.com/X-LANCE/Mobile-Env/blob/master/docs/dynamic-app-en.md). |
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The available APK package from [APKCombo](https://apkcombo.com/) is provided. |
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And note to use the AVD image of version Android 11.0 (API Level 30) (Google |
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APIs) to obtain the best compatibility and the root-enabled ADBD. |
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### Human-Rewritten Instructions |
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Human-rewritten instructions for the *canonical set* are release under |
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`instruction_rewriting/`. An AndroidEnv wrapper `InstructionRewritingWrapper` |
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is provided to load the rewritten instructions (`merged_doccano.json`) and |
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public patterns (`pattern-*.txt`). The annotations are collected via |
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[doccano](https://doccano.github.io/doccano/). The patterns are parsed by |
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[`sentence_pattern.py`](instruction_rewriting/sentence_pattern.py). |
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