LlamaTouch: A Faithful and Scalable Testbed for Mobile UI Task Automation
Paper • 2404.16054 • Published
id stringlengths 16 38 | benchmark_id stringclasses 8
values | benchmark stringclasses 5
values | split stringclasses 1
value | app stringclasses 350
values | platform_type stringclasses 4
values | task stringlengths 11 651 |
|---|---|---|---|---|---|---|
aitw-mobile-0001 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in Chile? |
aitw-mobile-0002 | aitw_standard_subset | AITW | test | com.ebay.mobile, com.android.chrome | mobile | How much does the new iPad cost on eBay? |
aitw-mobile-0003 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for flights from Sydney to Helsinki |
aitw-mobile-0004 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for flights from Tokyo to NYC |
aitw-mobile-0005 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the price of the 1000-Watt EGO Power+ Snow Blower? |
aitw-mobile-0006 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for hotels in Orlando |
aitw-mobile-0007 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in Uruguay? |
aitw-mobile-0008 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in Vietnam? |
aitw-mobile-0009 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the capital of Japan? |
aitw-mobile-0010 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in South Korea? |
aitw-mobile-0011 | aitw_standard_subset | AITW | test | com.android.settings, com.spotify.music | mobile | Check the settings for the Spotify app |
aitw-mobile-0012 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for a new hair product |
aitw-mobile-0013 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's on the menu at Five Guys? |
aitw-mobile-0014 | aitw_standard_subset | AITW | test | com.google.android.deskclock | mobile | What time is it in London? |
aitw-mobile-0015 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the speed of a train? |
aitw-mobile-0016 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in Indonesia? |
aitw-mobile-0017 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the weather like in Johannesburg? |
aitw-mobile-0018 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the capital of Spain? |
aitw-mobile-0019 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in Argentina? |
aitw-mobile-0020 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in Malaysia? |
aitw-mobile-0021 | aitw_standard_subset | AITW | test | com.sephora, com.android.chrome | mobile | Search for a new lipstick on Sephora |
aitw-mobile-0022 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the weather like in Seoul? |
aitw-mobile-0023 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How much does a 2 bedroom apartment rent for in New York? |
aitw-mobile-0024 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for hotels in Seattle |
aitw-mobile-0025 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the price of the Sony TV? |
aitw-mobile-0026 | aitw_standard_subset | AITW | test | com.android.chrome | mobile | Open a new Chrome private tab |
aitw-mobile-0027 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Google the capital of Canada |
aitw-mobile-0028 | aitw_standard_subset | AITW | test | com.google.android.calculator | mobile | Open the calculator app |
aitw-mobile-0029 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the speed of a jet? |
aitw-mobile-0030 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the capital of China? |
aitw-mobile-0031 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news this evening? |
aitw-mobile-0032 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How much does a 3 bedroom apartment rent for in Philadelphia? |
aitw-mobile-0033 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Google the capital of Uruguay |
aitw-mobile-0034 | aitw_standard_subset | AITW | test | com.google.android.calendar | mobile | What's on my calendar for the rest of the week? |
aitw-mobile-0035 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for hotels in Boston |
aitw-mobile-0036 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the weather like in Singapore? |
aitw-mobile-0037 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news about the US? |
aitw-mobile-0038 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for a new foundation (skincare) product |
aitw-mobile-0039 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the speed of a bicycle? |
aitw-mobile-0040 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's on the menu at Denny's? |
aitw-mobile-0041 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the speed of light? |
aitw-mobile-0042 | aitw_standard_subset | AITW | test | com.android.vending, com.pandora.android | mobile | Install the Pandora app |
aitw-mobile-0043 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's on the menu at Cheesecake Factory? |
aitw-mobile-0044 | aitw_standard_subset | AITW | test | com.android.settings, com.google.android.videos | mobile | Check the settings for the Google Play Movies app |
aitw-mobile-0045 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the price of the new iPhone |
aitw-mobile-0046 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Google the capital of Panama |
aitw-mobile-0047 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Who is the prime minister of the United Kingdom? |
aitw-mobile-0048 | aitw_standard_subset | AITW | test | com.android.chrome | mobile | Open a new Chrome tab |
aitw-mobile-0049 | aitw_standard_subset | AITW | test | com.google.android.youtube, com.android.chrome | mobile | Play the latest video from the Wall Street Journal |
aitw-mobile-0050 | aitw_standard_subset | AITW | test | com.sephora, com.android.chrome | mobile | Search for a new mascara on Sephora |
aitw-mobile-0051 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news in Japan? |
aitw-mobile-0052 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's a good restaurant in Denver? |
aitw-mobile-0053 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news about the US economy? |
aitw-mobile-0054 | aitw_standard_subset | AITW | test | com.google.android.deskclock | mobile | Set an alarm for 3pm |
aitw-mobile-0055 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the price of the Samsung TV? |
aitw-mobile-0056 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Google the capital of Chile |
aitw-mobile-0057 | aitw_standard_subset | AITW | test | com.google.android.deskclock | mobile | What time is it? |
aitw-mobile-0058 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's US dollar exchange rate against the Chinese Yuan? |
aitw-mobile-0059 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the speed of a skateboard? |
aitw-mobile-0060 | aitw_standard_subset | AITW | test | com.google.android.apps.maps, com.android.chrome | mobile | Search for the best burger restaurants on Maps |
aitw-mobile-0061 | aitw_standard_subset | AITW | test | com.android.vending, com.ubercab | mobile | Install the Uber app |
aitw-mobile-0062 | aitw_standard_subset | AITW | test | com.google.android.apps.maps, com.android.chrome | mobile | Find the nearest electronics store that's open today |
aitw-mobile-0063 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news this week? |
aitw-mobile-0064 | aitw_standard_subset | AITW | test | com.google.android.youtube, com.android.chrome | mobile | What's the latest video from GameSpot Trailers? |
aitw-mobile-0065 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Where can I buy a nice beach tent? |
aitw-mobile-0066 | aitw_standard_subset | AITW | test | com.ebay.mobile, com.android.chrome | mobile | What's the price of the new iPhone on eBay? |
aitw-mobile-0067 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for flights from Buenos aires to Tokyo |
aitw-mobile-0068 | aitw_standard_subset | AITW | test | com.android.settings, com.twitter.android | mobile | Check the settings for the Twitter app |
aitw-mobile-0069 | aitw_standard_subset | AITW | test | com.android.settings, com.amazon.avod.thirdpartyclient | mobile | Check the settings for the Amazon Prime Video app |
aitw-mobile-0070 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for a new highlighter |
aitw-mobile-0071 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Google the capital of Mexico |
aitw-mobile-0072 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How much does a 3 bedroom apartment rent for in Miami? |
aitw-mobile-0073 | aitw_standard_subset | AITW | test | com.android.vending, com.google.android.calendar | mobile | Install the Calendar app |
aitw-mobile-0074 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for hotels in San Francisco |
aitw-mobile-0075 | aitw_standard_subset | AITW | test | com.google.android.youtube, com.android.chrome | mobile | What's the latest video from GameSpot News? |
aitw-mobile-0076 | aitw_standard_subset | AITW | test | com.google.android.apps.maps, com.android.chrome | mobile | Find the nearest electronics store that's open |
aitw-mobile-0077 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What is the speed of sound? |
aitw-mobile-0078 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How much does a 2 bedroom apartment rent for in Portland? |
aitw-mobile-0079 | aitw_standard_subset | AITW | test | com.google.android.youtube, com.android.chrome | mobile | Play the new Drake video on YouTube |
aitw-mobile-0080 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for flights from NYC to Tokyo |
aitw-mobile-0081 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the weather like in San Francisco? |
aitw-mobile-0082 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for hotels in Miami |
aitw-mobile-0083 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Show me some nice wallpapers for my tablet |
aitw-mobile-0084 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's a good restaurant in Houston? |
aitw-mobile-0085 | aitw_standard_subset | AITW | test | com.google.android.apps.maps, com.android.chrome | mobile | Search for the best pizza restaurants on Maps |
aitw-mobile-0086 | aitw_standard_subset | AITW | test | com.google.android.apps.maps, com.android.chrome | mobile | Search for good Italian restaurants on Maps |
aitw-mobile-0087 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Google the capital of Peru |
aitw-mobile-0088 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How much does a 3 bedroom apartment rent for in New York? |
aitw-mobile-0089 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | Search for hotels in Philadelphia |
aitw-mobile-0090 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the news about the US dollar? |
aitw-mobile-0091 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How much does the HisenseTV cost? |
aitw-mobile-0092 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's the weather like in Sydney? |
aitw-mobile-0093 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | What's a good restaurant in Seattle? |
aitw-mobile-0094 | aitw_standard_subset | AITW | test | com.reddit.frontpage, com.android.chrome | mobile | What's on Reddit this week |
aitw-mobile-0095 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How old is the earth? |
aitw-mobile-0096 | aitw_standard_subset | AITW | test | com.google.android.apps.maps, com.android.chrome | mobile | How do I get to the nearest Verizon Store? |
aitw-mobile-0097 | aitw_standard_subset | AITW | test | com.google.android.youtube, com.android.chrome | mobile | Play the latest video from the Washington Post |
aitw-mobile-0098 | aitw_standard_subset | AITW | test | com.android.chrome, com.google.android.googlequicksearchbox | mobile | How much does the TCL TV cost? |
aitw-mobile-0099 | aitw_standard_subset | AITW | test | com.android.chrome | mobile | Open a new Chrome private window |
aitw-mobile-0100 | aitw_standard_subset | AITW | test | com.android.vending, org.wikipedia | mobile | Install the Wikipedia app |
End of preview. Expand in Data Studio
GUI Failure Analysis — Task Suite
Consolidated benchmark suite of 2,821 GUI agent tasks spanning mobile, web, and desktop platforms. Duplicate tasks across benchmarks have been removed. Includes 128 hand-authored custom tasks (GUIFailureSuite benchmark) on top of the 2,693 source-benchmark tasks.
Files
The suite is distributed across 3 chunks of up to 1,000 records each, available in three formats:
| File | Records | ID range |
|---|---|---|
gui_suite_1 |
1,000 | aitw-mobile-0001 → mind2web-web-1000 |
gui_suite_2 |
1,000 | mind2web-web-1001 → mind2web-web-2000 |
gui_suite_3 |
821 | mind2web-web-2001 → gui-failure-suite-mobile-2821 |
Each chunk exists in three formats under the corresponding subdirectory: json/, jsonl/, and csv/.
Record schema
| Field | Type | Description |
|---|---|---|
id |
string | Unique task ID — {benchmark}-{platform}-{XXXX} (4-digit counter) |
benchmark_id |
string | Sub-split identifier within the source benchmark |
benchmark |
string | Source benchmark name |
split |
string | Dataset split (always test) |
app |
string | null | Target software application or website; null for AITW (not annotated) |
platform_type |
string | Platform: mobile, web, desktop, or desktop_windows |
task |
string | Natural-language task instruction |
Composition
By benchmark
| Benchmark | Tasks | Platform | app field |
|---|---|---|---|
| AITW | 497 | mobile | null (not available in source) |
| LlamaTouch | 477 | mobile | app name string |
| Mind2Web | 1,341 | web | website name string |
| OSWorld | 378 | desktop / desktop_windows | app name(s), comma-separated |
| GUIFailureSuite | 128 | mobile / web / desktop_windows | app/package name, default per platform |
| Total | 2,821 |
By platform
| Platform | Tasks |
|---|---|
| mobile | 1,064 |
| web | 1,375 |
| desktop | 358 |
| desktop_windows | 24 |
Source datasets
| Benchmark | Full name | Platform | Reference |
|---|---|---|---|
| AITW | Android in the Wild | mobile | He et al., 2023 — arxiv.org/abs/2307.10088 |
| LlamaTouch | LlamaTouch | mobile | Zhang et al., 2024 — arxiv.org/abs/2404.16054 |
| Mind2Web | Mind2Web | web | Deng et al., 2023 — arxiv.org/abs/2306.06070 |
| OSWorld | OSWorld | desktop (Linux & Windows) | Xie et al., 2024 — arxiv.org/abs/2404.07972 |
| GUIFailureSuite | GUI Failure Suite (custom) | mobile / web / desktop_windows | Hand-authored tasks targeting known GUI failure modes |
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Papers for MazenBaShammakh/gui-failure-suite
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