Dataset eval
Collection
3 items • Updated
domain string | domain_display_name null | source string | language string | license string | generator_model string | generated_at string | origin_csv string | id string | original_id string | full_text string | rewritten_text null | role string | feature_specificity int64 | rationale_clarity int64 | problem_oriented int64 | language_clarity int64 | internal_consistency int64 | quality_flags list | needs_rewrite null | backlog_title null | backlog_epic null | backlog_feature null | backlog_squad null | backlog_sprint null | backlog_state null | backlog_story_points null | backlog_cycle_time null | backlog_created_at null | backlog_closed_at null | backlog_acceptance_criteria null | domain_fallback_level null |
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camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0001 | 554 | As a camp administrator I want to be able to add campers so that I can keep track of each individual camper. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0002 | 7373 | As a camp administrator I want to be able to remove campers if they don't attend the camp anymore so that I can keep the records organized. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0003 | 5814 | As a camp administrator I want to be able to keep camper records from previous years so that the amount of work I need to do is lowered. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0004 | 6061 | As a camp administrator I want to be able to upload consent forms so that campers or their parents can easily access the forms. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0005 | 8445 | As a camp administrator I want to be able to keep track of which camper submitted which forms so that legal issues are avoided. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0006 | 4105 | As a camp administrator I want to be able to schedule activities for campers so that camp workers can easily keep track of who is where at all times. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0007 | 7384 | As a camp administrator I want to be able to automatically create nametags for campers so that I can lower the amount of work I need to do. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0008 | 8336 | As a camp administrator I want to be able to suspend a camper who had behavioral problems. | null | camp administrator | 2 | 1 | 2 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0009 | 8645 | As a camp administrator I want to be able to set a reminders related to specific tasks that has to be done. | null | camp administrator | 2 | 2 | 2 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0010 | 7896 | As a camp administrator I want to be able to assign different positions to the staff members so that it is possible to organize activities in terms of responsibilities. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0011 | 8354 | As a camp administrator I want to be able to warn a camp worker who I think did his/her job inappropriate. | null | camp administrator | 2 | 2 | 2 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0012 | 561 | As a camp administrator I want to be able to create modify rules that campers and camp workers has to follow. | null | camp administrator | 2 | 1 | 1 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0013 | 4569 | As a camp administrator I want to keep track of the usage of internal camp facilities so that I don't create conflicting schedules for the different camp groups. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0014 | 1706 | As a camp administrator I want to create an avenue so parents can submit feedback and general concerns so that I can keep improving the services I provide. | null | camp administrator | 2 | 3 | 2 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0015 | 5534 | As a camp administrator I want to store campers' emergency information in a database so that I can easily notify the necessary parties in case of an emergency. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0016 | 8608 | As a camp administrator I want to store camper's immediate parent/guardian's information so that I can easily call to notify them in case a grossly unacceptable behavior. | null | camp administrator | 3 | 2 | 3 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0017 | 1464 | As a camp administrator I want to provide bi-weekly feedback to camper's parents so that they can be aware of their child's behavior and performance at camp. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0018 | 2122 | As a camp administrator I want to be able to make nametags faster so that I don't have to spend two hours making 200+ nametags | null | camp administrator | 2 | 3 | 2 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0019 | 8285 | As a camp administrator I want to be able to create a registration form for both staff and kids so that I can keep organized. | null | camp administrator | 3 | 2 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0020 | 2493 | As a camp administrator I want to be able to keep my information in one place so that the admins next year can improve on the previous years. | null | camp administrator | 2 | 2 | 2 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0021 | 1125 | As a camp administrator I want to be able to see medical forms so that we can be prepared for an allergy attack | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0022 | 6710 | As a camp administrator I want to be able to notify parents all at once so that they can be notified of any upcoming events. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0023 | 7151 | As a camp administrator I want to be quickly log attendance everyday so that I can track which kids are coming in. | null | camp administrator | 2 | 3 | 3 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0024 | 1147 | As a camp administrator I want to be able to add parents so that they can enroll their kids at camp. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0025 | 8576 | As a camp administrator I want to be able to create groups and add campers to the groups so that I can easily organize the campers. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0026 | 8463 | As a camp administrator I want to be able to see all my camp groups and the events scheduled for each camp group so that I can notify counselor of what their group will be doing for the day. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0027 | 4587 | As a camp administrator I want to be able to schedule tasks/activities for a specific camp group so that I can track each groups daily/weekly and monthly activities. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0028 | 8111 | As a camp administrator I want to be able to delete tasks/activities I scheduled so that I can keep the schedule clean of unneeded activities. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0029 | 3788 | As a camp administrator I want to be able to modify tasks/events I scheduled in case there is a change so that I can always keep the schedule up to date. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0030 | 1108 | As a camp administrator I want to be able to modify the information of enrolled campers so that I can keep the campers information up to date. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0031 | 3296 | As a camp administrator I want to be able to delete campers from the database so that I can keep my pages free of clutter. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0032 | 6184 | As a camp administrator I want to be able to modify the information of added parents so that I can keep parent's information up to date. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0033 | 4320 | As a camp administrator I want to be able to delete parents from the database so that I can keep my pages free of unneeded clutter. | null | camp administrator | 3 | 3 | 3 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0034 | 9160 | As a camp administrator I want to be able to modify a group's information so that I can keep the groups up to date. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0035 | 9569 | As a camp administrator I want to be able to see only events for a specific group/groups on the event calendar so that I can easily read the data on the calendar without too much clutter. | null | camp administrator | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0036 | 3863 | As a parent I want to be able to see which consent forms I have submitted so that I can know what I still need to do. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0037 | 3121 | As a parent I want to be able to track my child's activity and schedule at camp so that I can have peace of mind. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0038 | 5428 | As a parent I want to be able to submit various type of forms to the camp management. | null | parent | 1 | 1 | 3 | 1 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0039 | 8859 | As a parent I want to be able to create an account so that I can sign up my kids for camp online. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0040 | 9826 | As a parent I want to see which counselors are assigned to my kids so that I can have peace of mind. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0041 | 1563 | As a parent I want to be able to message my child's counselors so that I can voice my concerns or check on my child's progress. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0042 | 1720 | As a parent I want to be able to sign and submit consent forms online so that I don't have to deal with my child losing a consent form. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0043 | 5514 | As a parent I want to be able to see if I made all the necessary payments. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0044 | 4836 | As a parent I want to be able to share any photos the camp has taken of my child. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0045 | 918 | As a parent I want to be able to connect with the staff in case of an emergency. | null | parent | 2 | 3 | 3 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0046 | 806 | As a parent I want to be able to enroll my children so that they can be admitted to camp. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0047 | 2037 | As a parent I want to be able to see and edit my enrolled children to the camp year so that I can know who I already enrolled to camp who is still pending admission etc. | null | parent | 2 | 2 | 3 | 2 | 2 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0048 | 1660 | As a parent I want to be able to see a schedule of the activities my children are involved in at camp so that I can be more informed as to what they are doing at camp. | null | parent | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0049 | 9806 | As a camp worker I want to be able to see which campers I am in charge of and where so that I can make sure I am doing my job properly. | null | camp worker | 3 | 3 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0050 | 4192 | As a camp worker I would be able to submit a completion report for the tasks which was assigned to me. | null | camp worker | 2 | 1 | 3 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0051 | 2906 | As a camp worker I'm able to report a camper to the manager with an inappropriate behavior. | null | null | 2 | 1 | 3 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0052 | 1518 | As a camp worker I'm able to report a list of supplies to the manager that the camp is short of. | null | null | 3 | 2 | 3 | 3 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
camp_management | null | paper:can-llms-generate-us | en | MIT | ground-truth | 2026-05-14T12:21:24+00:00 | Ground-Truth_user_stories_evaluated.csv | US-0053 | 9337 | As a camp worker I'm able to report necessary repairs to the manager that the camp is needed of. | null | null | 3 | 2 | 3 | 2 | 3 | [] | null | null | null | null | null | null | null | null | null | null | null | null | null |
Paper-config fields (QUS quality scores 1–3)
| Column | Type | Description |
|---|---|---|
feature_specificity |
int | QUS — clarity of the feature being requested. |
rationale_clarity |
int | QUS — clarity of the "so that…" rationale. |
problem_oriented |
int | QUS — focuses on the problem, not the implementation. |
language_clarity |
int | QUS — precise/unambiguous wording. |
internal_consistency |
int | QUS — coherence between role/feature/rationale. |
The QUS rubric is reproduced in codebook.md of the source repository.
Statistics
Config paper
Total: 16 109 user stories across 12 splits, single domain
camp_management, language en.
| Split | # User Stories | # Distinct Roles |
|---|---|---|
ground_truth |
53 | 3 |
How to load
from datasets import load_dataset
gt = load_dataset("metabrasil/camp_management", "paper", split="ground_truth")
Loading requires an HF token with read access to the metabrasil
organization (the dataset is private).
Provenance and license
paper config
A re-packaging of the dataset released alongside:
Baresi, L., Pasquale, L., Quattrocchi, G., Spoletini, P. "Can LLMs Generate User Stories and Assess Their Quality?"
Original repository licensed under MIT; the paper config inherits the
same license.
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