ver Jul13th

updated link to paper
fixed typos

README.md

@@ -4,38 +4,40 @@ license: apache-2.0
 
 # WikiHow Task Set
 
-The WikiHow task set is an InfoUI interaction task set based on
-[Mobile-Env](https://github.com/X-LANCE/Mobile-Env) <!-- TODO: proposed in the
-paper, the paper link -->. [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.
+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
-the 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 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 the
-correctness and the stability, which is named the *canonical set*
+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.
-Thesed 70 tasks are given in `wikihow-microcanon.tar.xz`. We call it the
+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 in need. Four parameters
+[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 for mocking the search result page (`templates` in
++ 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 meta data of the crawled articles (`indices-t/docs/doc_meta.csv` in
++ 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
@@ -47,7 +49,7 @@ can use `cat` to concatenate them:
 cat wikihow.data.tar.xz.00 wikihow.data.tar.xz.01 >wikihow.data.tar.xz
 ```
 
-The SHA256 chechsums are provided in `wikihow.data.tar.xz.sha256` to check the
+The SHA256 checksums are provided in `wikihow.data.tar.xz.sha256` to check the
 integrity.
 
 To run the script:
@@ -58,9 +60,9 @@ mitmproxy --showhost -s replay_url.py
 
 ### Certificate Unpinning Plan
 
-The `syscert` plan proposed by Mobile-Env just works for WikiHow app. You can
-complete the config according to the [guiding of
+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 used the AVD image of version Android 11.0 (API Level 30) (Google
+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.