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  • Midscene AndroidWorld Benchmark Report

    This is Midscene's test report for the AndroidWorld benchmark. In this run, Midscene achieved Pass@1 93.10%, Pass@2 95.69%, and Pass@3 97.41%.

    About AndroidWorld

    AndroidWorld is an Android agent benchmark from Google Research. It runs on a live Android emulator and evaluates agents on 116 programmatic tasks across 20 real-world Android apps, with task initialization and validation handled by the benchmark.

    Run Configuration

    FieldValue
    Model NameGemini-3.5-Flash
    Midscene version1.9.5
    DeepThinkon
    MIDSCENE_REPLANNING_CYCLE_LIMIT120
    AndroidWorld setupStability fixes were applied to the AndroidWorld project to reduce flaky benchmark runs. See examples below.
    Validation notesA small number of AndroidWorld validators were aligned with the task intent. The affected cases are listed below.

    Stability Improvements

    The following changes did not change the task intent. They made benchmark execution more stable by reducing browser rendering races, stale accessibility reads, and setup timing issues.

    ChangeAffected cases
    Force canvas pixels to flush after drawing, then use thicker rounded strokes so target colors remain stable in the final canvas pixels.BrowserDraw
    Retry reading the Success! text from the accessibility tree after browser tasks finish.BrowserMaze
    BrowserMultiply
    BrowserDraw
    Before SMS tasks start, prepare the required incoming messages and contacts; now verify those messages are visible in the inbox and those contacts are visible in Contacts before the agent runs.SimpleSmsReplyMostRecent
    SimpleSmsSendReceivedAddress
    Wait for Pro Expense to create its database tables before validators write test data.ExpenseAddMultiple
    ExpenseAddMultipleFromGallery
    ExpenseAddMultipleFromMarkor
    ExpenseAddSingle
    ExpenseDeleteDuplicates
    ExpenseDeleteDuplicates2
    ExpenseDeleteMultiple
    ExpenseDeleteMultiple2
    ExpenseDeleteSingle
    Preload OsmAnd offline map files into the app data directory and wait for OsmAnd to extract its built-in basemap before map tasks run.OsmAndFavorite
    OsmAndMarker
    OsmAndTrack

    Validation Condition Updates

    The following AndroidWorld validation checks were changed on the main branch used for this benchmark:

    ChangeAffected cases
    Calendar "after start time" now validates against an event one minute after the boundary, avoiding ambiguity across models about whether after includes the boundary time.SimpleCalendarFirstEventAfterStartTime
    Expense notes imported from Markor accept the extra Reimbursable. suffix that Markor can include; note comparison ignores that suffix and terminal period differences.ExpenseAddMultipleFromMarkor
    Markor merged notes accept either single-newline or blank-line separation, and also accept Markor's default .md extension when it is auto-added.MarkorMergeNotes
    Recipe quantity fields allow omitted units while still rejecting wrong amounts or incompatible units.RecipeAddSingleRecipe
    RecipeAddMultipleRecipes
    RecipeAddMultipleRecipesFromMarkor
    RecipeAddMultipleRecipesFromMarkor2
    RecipeAddMultipleRecipesFromImage
    NotesRecipeIngredientCount
    Minimum brightness is validated against Android's actual minimum setting value, 0, instead of 1.SystemBrightnessMin
    SystemBrightnessMinVerify

    Report Files

    Detailed reports are listed below for reference.

    Round 1 (115 reports · 108 PASS · 7 FAIL)
    #TaskStatusReport
    1AudioRecorderRecordAudioPASSreport
    2AudioRecorderRecordAudioWithFileNamePASSreport
    3BrowserDrawPASSreport
    4BrowserMazePASSreport
    5BrowserMultiplyPASSreport
    6CameraTakePhotoPASSreport
    7CameraTakeVideoPASSreport
    8ClockStopWatchPausedVerifyPASSreport
    9ClockStopWatchRunningPASSreport
    10ClockTimerEntryPASSreport
    11ContactsAddContactPASSreport
    12ContactsNewContactDraftPASSreport
    13ExpenseAddMultiplePASSreport
    14ExpenseAddMultipleFromGalleryPASSreport
    15ExpenseAddMultipleFromMarkorFAILreport
    16ExpenseAddSinglePASSreport
    17ExpenseDeleteDuplicatesPASSreport
    18ExpenseDeleteDuplicates2PASSreport
    19ExpenseDeleteMultiplePASSreport
    20ExpenseDeleteMultiple2PASSreport
    21ExpenseDeleteSinglePASSreport
    22FilesDeleteFilePASSreport
    23FilesMoveFilePASSreport
    24MarkorAddNoteHeaderPASSreport
    25MarkorChangeNoteContentPASSreport
    26MarkorCreateFolderPASSreport
    27MarkorCreateNotePASSreport
    28MarkorCreateNoteAndSmsPASSreport
    29MarkorCreateNoteFromClipboardPASSreport
    30MarkorDeleteAllNotesPASSreport
    31MarkorDeleteNewestNotePASSreport
    32MarkorDeleteNotePASSreport
    33MarkorEditNotePASSreport
    34MarkorMergeNotesPASSreport
    35MarkorMoveNotePASSreport
    36MarkorTranscribeReceiptPASSreport
    37MarkorTranscribeVideoFAILreport
    38OpenAppTaskEvalPASSreport
    39OsmAndFavoritePASSreport
    40OsmAndMarkerFAILreport
    42RecipeAddMultipleRecipesPASSreport
    43RecipeAddMultipleRecipesFromImageFAILreport
    44RecipeAddMultipleRecipesFromMarkorPASSreport
    45RecipeAddMultipleRecipesFromMarkor2PASSreport
    46RecipeAddSingleRecipePASSreport
    47RecipeDeleteDuplicateRecipesPASSreport
    48RecipeDeleteDuplicateRecipes2FAILreport
    49RecipeDeleteDuplicateRecipes3FAILreport
    50RecipeDeleteMultipleRecipesPASSreport
    51RecipeDeleteMultipleRecipesWithConstraintPASSreport
    52RecipeDeleteMultipleRecipesWithNoisePASSreport
    53RecipeDeleteSingleRecipePASSreport
    54RecipeDeleteSingleWithRecipeWithNoisePASSreport
    55RetroCreatePlaylistPASSreport
    56RetroPlayingQueuePASSreport
    57RetroPlaylistDurationPASSreport
    58RetroSavePlaylistPASSreport
    59SaveCopyOfReceiptTaskEvalPASSreport
    60SimpleCalendarAddOneEventPASSreport
    61SimpleCalendarAddOneEventInTwoWeeksPASSreport
    62SimpleCalendarAddOneEventRelativeDayPASSreport
    63SimpleCalendarAddOneEventTomorrowPASSreport
    64SimpleCalendarAddRepeatingEventPASSreport
    65SimpleCalendarDeleteEventsPASSreport
    66SimpleCalendarDeleteEventsOnRelativeDayPASSreport
    67SimpleCalendarDeleteOneEventPASSreport
    68SimpleDrawProCreateDrawingPASSreport
    69SimpleSmsReplyPASSreport
    70SimpleSmsReplyMostRecentPASSreport
    71SimpleSmsResendPASSreport
    72SimpleSmsSendPASSreport
    73SimpleSmsSendClipboardContentPASSreport
    74SimpleSmsSendReceivedAddressPASSreport
    75SystemBluetoothTurnOffPASSreport
    76SystemBluetoothTurnOffVerifyPASSreport
    77SystemBluetoothTurnOnPASSreport
    78SystemBluetoothTurnOnVerifyPASSreport
    79SystemBrightnessMaxPASSreport
    80SystemBrightnessMaxVerifyPASSreport
    81SystemBrightnessMinPASSreport
    82SystemBrightnessMinVerifyPASSreport
    83SystemCopyToClipboardFAILreport
    84SystemWifiTurnOffPASSreport
    85SystemWifiTurnOffVerifyPASSreport
    86SystemWifiTurnOnPASSreport
    87SystemWifiTurnOnVerifyPASSreport
    88TurnOffWifiAndTurnOnBluetoothPASSreport
    89TurnOnWifiAndOpenAppPASSreport
    90VlcCreatePlaylistPASSreport
    91VlcCreateTwoPlaylistsPASSreport
    92NotesIsTodoPASSreport
    93NotesMeetingAttendeeCountPASSreport
    94NotesRecipeIngredientCountPASSreport
    95NotesTodoItemCountPASSreport
    96SimpleCalendarAnyEventsOnDatePASSreport
    97SimpleCalendarEventOnDateAtTimePASSreport
    98SimpleCalendarEventsInNextWeekPASSreport
    99SimpleCalendarEventsInTimeRangePASSreport
    100SimpleCalendarEventsOnDatePASSreport
    101SimpleCalendarFirstEventAfterStartTimePASSreport
    102SimpleCalendarLocationOfEventPASSreport
    103SimpleCalendarNextEventPASSreport
    104SimpleCalendarNextMeetingWithPersonPASSreport
    105SportsTrackerActivitiesCountForWeekPASSreport
    106SportsTrackerActivitiesOnDatePASSreport
    107SportsTrackerActivityDurationPASSreport
    108SportsTrackerLongestDistanceActivityPASSreport
    109SportsTrackerTotalDistanceForCategoryOverIntervalPASSreport
    110SportsTrackerTotalDurationForCategoryThisWeekPASSreport
    111TasksCompletedTasksForDatePASSreport
    112TasksDueNextWeekPASSreport
    113TasksDueOnDatePASSreport
    114TasksHighPriorityTasksPASSreport
    115TasksHighPriorityTasksDueOnDatePASSreport
    116TasksIncompleteTasksOnDatePASSreport
    Round 2 (7 reports · 3 PASS · 4 FAIL)
    #TaskStatusReport
    37MarkorTranscribeVideoFAILreport
    40OsmAndMarkerFAILreport
    41OsmAndTrackPASSreport
    43RecipeAddMultipleRecipesFromImagePASSreport
    48RecipeDeleteDuplicateRecipes2FAILreport
    49RecipeDeleteDuplicateRecipes3FAILreport
    83SystemCopyToClipboardPASSreport
    Round 3 (5 reports · 2 PASS · 3 FAIL)
    #TaskStatusReport
    15ExpenseAddMultipleFromMarkorPASSreport
    37MarkorTranscribeVideoFAILreport
    40OsmAndMarkerPASSreport
    48RecipeDeleteDuplicateRecipes2FAILreport
    49RecipeDeleteDuplicateRecipes3FAILreport