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license: apache-2.0

(Works with Mobile-Env v2.x.)

WikiHow Task Set

WikiHow task set is an InfoUI interaction task set based on Mobile-Env proposed in Mobile-Env: An Evaluation Platform and Benchmark for Interactive Agents in LLM Era. WikiHow 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 is given as replay_url.py. To use this replay script, the information retrieval tool 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:

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:

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. The available APK package from APKCombo 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. The patterns are parsed by sentence_pattern.py.