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8
sme-agent-00000
What did I do in HooliWork and LibreOffice Writer on the morning of October 19?
single
what
[ [ "aggregation-f002-s4" ] ]
sme-agent-00001
Where did I look at my week to count morning and afternoon events per day?
single
where
[ [ "preference_inference-f023-s1" ] ]
sme-agent-00002
When did I make a note tallying my morning and afternoon meetings for each day of the week?
single
when
[ [ "preference_inference-f023-s1" ] ]
sme-agent-00003
How did I lay out my per-day count of morning versus afternoon events?
single
how
[ [ "preference_inference-f023-s1" ] ]
sme-agent-00004
What filename did I use for the note tallying each day's events this week?
single
input
[ [ "preference_inference-f023-s1", "preference_inference-f023-s2" ] ]
sme-agent-00005
When did I work out the ratio of morning to afternoon events for my week?
single
when
[ [ "preference_inference-f023-s2" ] ]
sme-agent-00006
Where did I open my quotes collection before posting a Monday pep talk to the team?
single
where
[ [ "situated_action-f004-s1" ] ]
sme-agent-00007
What was I doing in Files and LibreOffice Writer around 10:37 am on October 19?
single
what
[ [ "situated_action-f004-s1" ] ]
sme-agent-00008
How did I get to my saved quotes file before writing the Monday kickoff post?
single
how
[ [ "situated_action-f004-s1" ] ]
sme-agent-00009
Which file did I read before posting my Monday pep talk to the team?
single
input
[ [ "situated_action-f004-s1" ] ]
sme-agent-00010
Which HooliWork channel did I post my Monday kickoff message in?
single
input
[ [ "situated_action-f004-s1" ] ]
sme-agent-00011
When did I add a recap of what I'd posted today to my standup file?
single
when
[ [ "aggregation-f009-s2" ] ]
sme-agent-00012
Which tools did I use when I catalogued my sent emails with their recipients and send times?
single
where
[ [ "preference_inference-f010-s1" ] ]
sme-agent-00013
When did I go through my sent mail and write down who I emailed and at what time?
single
when
[ [ "preference_inference-f010-s1" ] ]
sme-agent-00014
How did I record the sent-mail details and format the timestamps in that reply patterns sheet?
single
how
[ [ "preference_inference-f010-s1" ] ]
sme-agent-00015
Where did I look up the original emails when pairing my replies to what I'd received?
single
where
[ [ "preference_inference-f010-s2" ] ]
sme-agent-00016
How did I track down the original messages and note matches versus pending ones for my sent replies?
single
how
[ [ "preference_inference-f010-s2" ] ]
sme-agent-00017
How did I set up the reply delay calculations and per-person summary table?
single
how
[ [ "preference_inference-f010-s3" ] ]
sme-agent-00018
Which app was I using when I wrote up who I answer quickly versus who waits days?
single
where
[ [ "preference_inference-f010-s4", "preference_inference-f010-s3" ] ]
sme-agent-00019
What was I doing on my computer's file browser around 5:40 pm on October 19?
single
what
[ [ "situated_action-f003-s1" ] ]
sme-agent-00020
What did I use to send the HR approval request for the morale initiative?
single
where
[ [ "situated_action-f003-s2" ] ]
sme-agent-00021
When did I email HR asking them to sign off on the team morale plan?
single
when
[ [ "situated_action-f003-s2" ] ]
sme-agent-00022
What was I doing in HooliMail around a quarter to six on October 19?
single
what
[ [ "situated_action-f003-s2" ] ]
sme-agent-00023
How did I compose the message asking HR to approve the morale initiative?
single
how
[ [ "situated_action-f003-s2" ] ]
sme-agent-00024
Who did I email asking for HR approval of the office morale project?
single
input
[ [ "situated_action-f003-s2" ] ]
sme-agent-00025
Which office awards categorization document did I find in Files and open with its path showing?
single
input
[ [ "retrieval-f032-s1", "retrieval-f032-s4" ] ]
sme-agent-00026
Which program did I use to build the slides for the office awards show?
single
where
[ [ "retrieval-f032-s2" ] ]
sme-agent-00027
When did I make the presentation walking through all the award categories?
single
when
[ [ "retrieval-f032-s2" ] ]
sme-agent-00028
What was I working on in LibreOffice Impress on the morning of October 20?
single
what
[ [ "retrieval-f032-s2" ] ]
sme-agent-00029
How did I lay out the awards deck, from the title slide through each category?
single
how
[ [ "retrieval-f032-s2" ] ]
sme-agent-00030
Which messaging tool did I use to ask the awards nominees whether they were coming?
single
where
[ [ "retrieval-f032-s3" ] ]
sme-agent-00031
What was I doing in HooliWork on the morning of October 20?
single
what
[ [ "retrieval-f032-s3" ] ]
sme-agent-00032
How did I go about contacting each nominee about attendance in the chat tool?
single
how
[ [ "retrieval-f032-s3" ] ]
sme-agent-00033
Which apps did I use to find the path of my office awards category file and where the presentation was?
single
where
[ [ "retrieval-f032-s4" ] ]
sme-agent-00034
When did I look up the file path for my office awards category list and the presentation's location?
single
when
[ [ "retrieval-f032-s4" ] ]
sme-agent-00035
Which program did I use to bold one award line and add a new outfit category to my awards list?
single
where
[ [ "cua_only-f011-s1" ] ]
sme-agent-00036
When did I edit my awards category list to bold the sneakers entry and add an outfit award?
single
when
[ [ "cua_only-f011-s1" ] ]
sme-agent-00037
What was I doing in LibreOffice Writer on the morning of October 20?
single
what
[ [ "cua_only-f011-s1" ] ]
sme-agent-00038
How did I go about bolding the sneakers award and inserting the new outfit category in my awards list?
single
how
[ [ "cua_only-f011-s1" ] ]
sme-agent-00039
Which new award category did I insert into the office awards list in Writer?
single
input
[ [ "cua_only-f011-s1" ] ]
sme-agent-00040
Which category line did I make bold when editing the awards list document?
single
input
[ [ "cua_only-f011-s1" ] ]
sme-agent-00041
Where did I send my coworker the awards category list and ask her to proofread it?
single
where
[ [ "situated_action-f032-s1" ] ]
sme-agent-00042
When did I send Pam the awards category file to check for typos?
single
when
[ [ "situated_action-f032-s1" ] ]
sme-agent-00043
What was I doing in HooliMail on the afternoon of October 20?
single
what
[ [ "situated_action-f032-s1" ] ]
sme-agent-00044
How did I put together that proofreading request email with the category list attached?
single
how
[ [ "situated_action-f032-s1" ] ]
sme-agent-00045
Who did I email asking for a proofread of the award category list?
single
input
[ [ "situated_action-f032-s1" ] ]
sme-agent-00046
Which file did I attach when I asked a coworker to proofread the awards list?
single
input
[ [ "situated_action-f032-s1" ] ]
sme-agent-00047
Which apps did I use to pull Toby's objection to the awards out of an email into a document?
single
where
[ [ "cua_only-f006-s1" ] ]
sme-agent-00048
When did I copy the HR complaint about the awards show into its own document?
single
when
[ [ "cua_only-f006-s1" ] ]
sme-agent-00049
What was I doing in HooliMail and LibreOffice Writer on the evening of October 20?
single
what
[ [ "cua_only-f006-s1" ] ]
sme-agent-00050
How did I get Toby's objection paragraph out of that email and into a saved file?
single
how
[ [ "cua_only-f006-s1" ] ]
sme-agent-00051
Which email did I open to copy out Toby's HR complaint paragraph?
single
input
[ [ "cua_only-f006-s1" ] ]
sme-agent-00052
What filename did I give the desktop document holding Toby's copied paragraph?
single
input
[ [ "cua_only-f006-s1" ] ]
sme-agent-00053
What was I doing on Dinoco Airlines on the evening of October 20?
single
what
[ [ "retrieval-f001-s1" ] ]
sme-agent-00054
Where did I look for an email backing up my Jamaica resort confirmation number?
single
where
[ [ "retrieval-f002-s2" ] ]
sme-agent-00055
When did I cross-check my Jamaica resort reservation number with my inbox?
single
when
[ [ "retrieval-f002-s2" ] ]
sme-agent-00056
What was I doing in HooliMail and Cheskepdia late on the night of October 20?
single
what
[ [ "retrieval-f002-s2" ] ]
sme-agent-00057
How did I verify my Jamaica resort reservation number against my emails?
single
how
[ [ "retrieval-f002-s2" ] ]
sme-agent-00058
What did I search my email for to back up the resort reservation number?
single
input
[ [ "retrieval-f002-s2" ] ]
sme-agent-00059
Which app did I use to dig up the awards category file before posting it to the planning group?
single
where
[ [ "situated_action-f021-s1" ] ]
sme-agent-00060
When did I share the full list of this year's office award categories in the planning chat?
single
when
[ [ "situated_action-f021-s1" ] ]
sme-agent-00061
How did I find the award categories document and get the list into the planning group chat?
single
how
[ [ "situated_action-f021-s1" ] ]
sme-agent-00062
What title did I give the awards category list I posted in the planning group chat?
single
input
[ [ "situated_action-f021-s1" ] ]
sme-agent-00063
What did I use to track down the award categories file when I was hunting for teasers?
single
where
[ [ "situated_action-f013-s1" ] ]
sme-agent-00064
When did I open the award categories document to look for something to tease?
single
when
[ [ "situated_action-f013-s1" ] ]
sme-agent-00065
On which site did I post that over-the-top teaser announcing this year's office awards?
single
where
[ [ "situated_action-f013-s2", "long_horizon-f050-s9" ] ]
sme-agent-00066
What was I doing on LockedIn on the afternoon of October 21?
single
what
[ [ "situated_action-f013-s2" ] ]
sme-agent-00067
Which site did I check for the total cost and amenities of my upcoming Jamaica resort booking?
single
where
[ [ "retrieval-f010-s1" ] ]
sme-agent-00068
When did I look up the price and host details for my Montego Bay trip?
single
when
[ [ "retrieval-f010-s1" ] ]
sme-agent-00069
What was I doing on Cheskepdia on the evening of October 21?
single
what
[ [ "retrieval-f010-s1" ] ]
sme-agent-00070
How did I find the amenities list for my Jamaica resort reservation?
single
how
[ [ "retrieval-f010-s1" ] ]
sme-agent-00071
Which resort booking did I look up to get my Caribbean trip's total and amenities?
single
input
[ [ "retrieval-f010-s1" ] ]
sme-agent-00072
Where did I look up the Jamaica booking and message Holly about the hotel and dates?
single
where
[ [ "situated_action-f025-s1" ] ]
sme-agent-00073
When did I send Holly that excited note about where we're staying in Jamaica?
single
when
[ [ "situated_action-f025-s1" ] ]
sme-agent-00074
What was I doing on Cheskepdia and HooliChat late on the night of October 21?
single
what
[ [ "situated_action-f025-s1" ] ]
sme-agent-00075
Who did I send an excited DM to about my booked hotel and stay dates?
single
input
[ [ "situated_action-f025-s1" ] ]
sme-agent-00076
How did I set up the new sprint and its point goal for the diversity day project?
single
how
[ [ "situated_action-f020-s1" ] ]
sme-agent-00077
What story-point goal did I set when saving the new sprint cycle for the diversity event project?
single
input
[ [ "situated_action-f020-s1" ] ]
sme-agent-00078
Where did I add tasks to the diversity day sprint to reach its point target?
single
where
[ [ "situated_action-f020-s2" ] ]
sme-agent-00079
When did I load the diversity day sprint with tasks adding up to the goal?
single
when
[ [ "situated_action-f020-s2" ] ]
sme-agent-00080
When I assigned tasks to the diversity event sprint, what story-point total were they supposed to add up to?
single
input
[ [ "situated_action-f020-s2" ] ]
sme-agent-00081
Which board did I use to move a diversity day task into progress?
single
where
[ [ "cua_only-f003-s1", "situated_action-f034-s1" ] ]
sme-agent-00082
Which store and app did I use to compile what I'd spent on this year's award trophies?
single
where
[ [ "aggregation-f010-s1" ] ]
sme-agent-00083
When did I move the awards categories and funding pledges into the budget sheet?
single
when
[ [ "aggregation-f010-s3" ] ]
sme-agent-00084
When did I put together the written report on the awards event finances?
single
when
[ [ "aggregation-f010-s5" ] ]
sme-agent-00085
What was I doing on HooliShop on the afternoon of October 22?
single
what
[ [ "contradiction-f012-s1" ] ]
sme-agent-00086
Which tool did I search for task cards about ordering the awards trophies?
single
where
[ [ "contradiction-f012-s2" ] ]
sme-agent-00087
When did I look on a task board for planning items about the awards trophies?
single
when
[ [ "contradiction-f012-s2" ] ]
sme-agent-00088
How did I find the task related to ordering trophies for the awards?
single
how
[ [ "contradiction-f012-s2" ] ]
sme-agent-00089
What event name did I search on SprintBoard when looking for trophy-ordering tasks?
single
input
[ [ "contradiction-f012-s2" ] ]
sme-agent-00090
Where did I read the email chain about this year's awards and the trophy order?
single
where
[ [ "contradiction-f012-s3" ] ]
sme-agent-00091
When did I note down the trophy plan from the awards announcement email?
single
when
[ [ "contradiction-f012-s3" ] ]
sme-agent-00092
What did I do in HooliMail on the afternoon of October 22?
single
what
[ [ "contradiction-f012-s3" ] ]
sme-agent-00093
How did I find that awards email thread about the trophies?
single
how
[ [ "contradiction-f012-s3" ] ]
sme-agent-00094
Which email thread did I open to note down this year's trophy-ordering plan?
single
input
[ [ "contradiction-f012-s3" ] ]
sme-agent-00095
Which app did I use to review my notes on reusing versus reordering trophies?
single
where
[ [ "contradiction-f012-s4" ] ]
sme-agent-00096
When did I decide whether the awards needed fresh trophies or could reuse old ones?
single
when
[ [ "contradiction-f012-s4" ] ]
sme-agent-00097
When did I jot down the dates and pickup times of my past airport rides?
single
when
[ [ "preference_inference-f002-s1" ] ]
sme-agent-00098
What was I doing on eTaxi on the night of October 22?
single
what
[ [ "preference_inference-f002-s1" ] ]
sme-agent-00099
How did I pull my earlier airport ride history together into notes?
single
how
[ [ "preference_inference-f002-s1" ] ]
End of preview. Expand in Data Studio

ScreenMemEval

Questions about what was done on a computer, for retrieving screenshots from its screen history. Each question is answered by one or more of the recordings in the history. The screenshots were taken every 5 s at 1280×720 on three computers: two people's (SME-H1, SME-H2; from PSAI, anaisleila/computer-use-data-psai) and an agent's (SME-Agent; from MyPCBench, ljang0/MyPCBench-tasks).

Config Recordings Screenshots Questions (single + multi)
sme-h1 2,105 63,538 5,111 (4,265 + 846)
sme-h2 960 12,761 3,507 (3,096 + 411)
sme-agent 787 55,922 1,808 (1,654 + 154)

Each config has:

  • questions.jsonl: qid, question, kind (single: one recording answers it; multi: several do), type, and groups, lists of recording ids. A group is found when a screenshot of any of its recordings ranks in the top 10.
  • frames.jsonl: fid, recording, file, order (position in the history).
  • frames/shard-*.tar: the images, at <recording>/<name>.jpg.
  • latency_sample.json: the recordings used to measure speed (first 50 screenshots each) and 5 warm-up screenshots.

Recall@10 ranks every screenshot of the config. A single question counts if one of its groups is found, and a multi question counts the share of its groups found. Code: GitHub.

Screens may show personal information, as in the source datasets.

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