Datasets:

paperboy-ai
/

desktop-pii-500

file_name stringlengths 31 37	image_id stringlengths 40 46	ordinal int64 0 499	dataset_index int64 910k 910k	scenario_id stringlengths 20 26	source_id stringlengths 12 12	width int64 1.54k 1.54k	height int64 1.02k 1.02k	domain stringclasses 15 values	os_shell stringclasses 8 values	surface stringlengths 3 114	user_task stringlengths 7 84	layout stringlengths 3 137	visual_difficulty stringlengths 9 109	privacy_density stringclasses 3 values	privacy_categories listlengths 3 5	pii_values listlengths 3 5	scene_notes stringlengths 154 580	questions listlengths 7 27	privacy_questions listlengths 3 12	utility_questions listlengths 3 15	question_count int64 7 27	privacy_question_count int64 3 12	utility_question_count int64 3 15
images/synthetic-pii-000000.png	imagegen-000_synthetic-pii-000000_910000	0	910,000	synthetic-pii-000000	imagegen-000	1,536	1,024	insurance	Windows	native app with embedded PDF preview and left case sidebar	reviewing a claim packet before approving reimbursement	split pane: claim checklist and notes on the left, scanned PDF medical invoice preview on the right, status ribbon across top	scanned PDF inside viewer with small text in table cells and mixed UI chrome	dense	[ "person_identity", "contact_info", "date_time", "sensitive_record", "financial_info" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Elias Keller" }, { "category": "contact_info", "subtype": "email", "text": "elias.keller@example.com" }, { "category": "date_time", "subtype": "date of birth", "text": "DOB 1975-05-24" }, { "categ...	A claims adjuster has an insurer desktop application open to a single auto/medical claim. The left sidebar shows claimant summary, adjuster notes, callback details, and claim milestones; the main panel displays a scanned provider invoice with service line items, diagnosis/procedure descriptions, dates, and billed amoun...	[ { "id": "imagegen-000_synthetic-pii-000000_910000:privacy:0", "category": "privacy", "question": "What is the name of the claimant listed in the Claim Summary?", "expected_answer": "Elias Keller", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The claima...	[ { "id": "imagegen-000_synthetic-pii-000000_910000:privacy:0", "category": "privacy", "question": "What is the name of the claimant listed in the Claim Summary?", "expected_answer": "Elias Keller", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The claima...	[ { "id": "imagegen-000_synthetic-pii-000000_910000:utility:0", "category": "utility", "question": "What is the claim number shown in the header?", "expected_answer": "CLM-24-087654", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "A business-generated clai...	18	10	8
images/synthetic-pii-000001.png	imagegen-001_synthetic-pii-000001_910001	1	910,001	synthetic-pii-000001	imagegen-001	1,536	1,024	legal	macOS	email composer with attachment tray and contact autocomplete dropdown	composing a settlement update to opposing counsel	email composer over inbox: recipient fields at top, message body in center, attachment chips along bottom, autocomplete dropdown under CC	selected text highlight and low contrast secondary text	moderate	[ "person_identity", "contact_info", "private_link", "date_time", "org_context" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Nora Brooks" }, { "category": "contact_info", "subtype": "email", "text": "nora.brooks@example.com" }, { "category": "private_link", "subtype": "signed URL", "text": "https://files.example.com/share/61cfd...	A lawyer is drafting an email in a desktop mail client. The body references a client matter, a scheduled mediation time, a secure document-room link, and firm/case context. The CC field is active with suggested contacts displayed, while the attachment tray shows a draft agreement and exhibit index. The inbox behind the...	[ { "id": "imagegen-001_synthetic-pii-000001_910001:privacy:0", "category": "privacy", "question": "What is the email address of the primary recipient in the 'To' field?", "expected_answer": "jordan.ellis@example.com", "source": "llm_generated", "pii_key": null, "pii_value": null, "rat...	[ { "id": "imagegen-001_synthetic-pii-000001_910001:privacy:0", "category": "privacy", "question": "What is the email address of the primary recipient in the 'To' field?", "expected_answer": "jordan.ellis@example.com", "source": "llm_generated", "pii_key": null, "pii_value": null, "rat...	[ { "id": "imagegen-001_synthetic-pii-000001_910001:utility:0", "category": "utility", "question": "What is the font name selected in the email formatting toolbar?", "expected_answer": "Helvetica", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "This is a g...	12	7	5
images/synthetic-pii-000002.png	imagegen-002_synthetic-pii-000002_910002	2	910,002	synthetic-pii-000002	imagegen-002	1,536	1,024	developer ops	Linux/GNOME	terminal plus Kubernetes log viewer in browser side by side	debugging a failed deployment rollback	overlapping windows: dark terminal in foreground, browser log console behind, small secrets manager popover near top right	dark mode with multiple overlapping windows and compressed screen-share look	moderate	[ "account_identifier", "credential", "device_identifier", "org_context", "activity_context" ]	[ { "category": "account_identifier", "subtype": "record ID", "text": "REC-8331-95" }, { "category": "credential", "subtype": "API key", "text": "sk-test-redact-32e17be9474ae4b8ba34a781f0eb" }, { "category": "device_identifier", "subtype": "network endpoint", "text": "host-...	An SRE is on a GNOME desktop during an incident call. The terminal shows recent kubectl and cloud CLI commands, container IDs, node names, and a pasted temporary token in command history. Behind it, a browser tab shows deployment events and failed pod logs for a specific service and workspace. A small secrets-manager p...	[ { "id": "imagegen-002_synthetic-pii-000002_910002:privacy:0", "category": "privacy", "question": "What is the account identifier (record ID) shown in the Secrets Manager panel?", "expected_answer": "REC-8331-95", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationa...	[ { "id": "imagegen-002_synthetic-pii-000002_910002:privacy:0", "category": "privacy", "question": "What is the account identifier (record ID) shown in the Secrets Manager panel?", "expected_answer": "REC-8331-95", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationa...	[ { "id": "imagegen-002_synthetic-pii-000002_910002:utility:0", "category": "utility", "question": "What is the name of the Kubernetes namespace being viewed?", "expected_answer": "payments", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "This is a generic...	10	6	4
images/synthetic-pii-000003.png	imagegen-003_synthetic-pii-000003_910003	3	910,003	synthetic-pii-000003	imagegen-003	1,536	1,024	education	ChromeOS-like browser session	web-based school portal gradebook with student detail drawer	editing accommodations and attendance notes	dense table with right-side drawer: roster rows, assignment columns, filters toolbar, detail panel for selected student	small text in table cells with partially occluded side panel	dense	[ "person_identity", "contact_info", "date_time", "account_identifier", "sensitive_record" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Jordan Nguyen" }, { "category": "contact_info", "subtype": "email", "text": "jordan.nguyen@example.com" }, { "category": "date_time", "subtype": "date of birth", "text": "DOB 1978-09-11" }, { "cat...	A teacher is using a browser gradebook. The roster table includes students, guardian contact indicators, student IDs, attendance dates, assignment scores, and flagged accommodation notes. A selected student opens a right-side drawer with guardian contact details, recent absence records, learning-plan notes, and portal ...	[ { "id": "imagegen-003_synthetic-pii-000003_910003:privacy:0", "category": "privacy", "question": "What is the email address listed for the guardian contact?", "expected_answer": "jordan.nguyen@example.com", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "...	[ { "id": "imagegen-003_synthetic-pii-000003_910003:privacy:0", "category": "privacy", "question": "What is the email address listed for the guardian contact?", "expected_answer": "jordan.nguyen@example.com", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "...	[ { "id": "imagegen-003_synthetic-pii-000003_910003:utility:0", "category": "utility", "question": "What is the name of the school at the top of the page?", "expected_answer": "Lincoln High School", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The school...	17	10	7
images/synthetic-pii-000004.png	imagegen-004_synthetic-pii-000004_910004	4	910,004	synthetic-pii-000004	imagegen-004	1,536	1,024	travel	browser-only workspace	travel booking support console with map widget and chat transcript	reconciling a disrupted itinerary and refund request	three-column support workspace: customer profile card, live chat thread, itinerary/refund panel with embedded route map	mixed fonts and UI chrome with low contrast secondary text	dense	[ "person_identity", "contact_info", "location_info", "date_time", "financial_info" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Talia Nguyen" }, { "category": "contact_info", "subtype": "email", "text": "talia.nguyen@example.com" }, { "category": "location_info", "subtype": "private address", "text": "924 Pinecrest Way Unit 12, Br...	A travel support agent is handling a customer chat after a missed connection. The left column shows customer profile and loyalty details, the center contains a live chat transcript discussing flight changes, and the right panel lists itinerary legs, hotel address, refund calculation, and payment/fee summary. A compact ...	[ { "id": "imagegen-004_synthetic-pii-000004_910004:privacy:0", "category": "privacy", "question": "What is the full name of the customer in this support ticket?", "expected_answer": "Talia Nguyen", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The custom...	[ { "id": "imagegen-004_synthetic-pii-000004_910004:privacy:0", "category": "privacy", "question": "What is the full name of the customer in this support ticket?", "expected_answer": "Talia Nguyen", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The custom...	[ { "id": "imagegen-004_synthetic-pii-000004_910004:utility:0", "category": "utility", "question": "What is the name of the support platform shown in the header?", "expected_answer": "Travel Support Hub", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The ...	15	9	6
images/synthetic-pii-000005.png	imagegen-005_synthetic-pii-000005_910005	5	910,005	synthetic-pii-000005	imagegen-005	1,536	1,024	finance	Windows	native app - QuickBooks-style accounting reconciliation window with embedded bank feed	reconciling vendor payments against bank transactions	split pane with transaction list on the left, match details and receipt preview on the right	small text in table cells with selected row highlight	dense	[ "person_identity", "account_identifier", "date_time", "financial_info", "org_context" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Maya Singh" }, { "category": "account_identifier", "subtype": "record ID", "text": "REC-5258-81" }, { "category": "date_time", "subtype": "date of birth", "text": "DOB 1981-02-22" }, { "category":...	A bookkeeper is matching imported bank-feed rows to open bills. The left pane shows payee/customer names, check or transaction IDs, posting dates, amounts, and account names. The right pane shows the selected match with vendor profile details, invoice references, memo text, and a small receipt preview. Windows taskbar ...	[ { "id": "imagegen-005_synthetic-pii-000005_910005:privacy:0", "category": "privacy", "question": "What is the address of Summit Property Management?", "expected_answer": "1234 Market Street, Suite 200 Riverdale, ST 54321", "source": "llm_generated", "pii_key": null, "pii_value": null, ...	[ { "id": "imagegen-005_synthetic-pii-000005_910005:privacy:0", "category": "privacy", "question": "What is the address of Summit Property Management?", "expected_answer": "1234 Market Street, Suite 200 Riverdale, ST 54321", "source": "llm_generated", "pii_key": null, "pii_value": null, ...	[ { "id": "imagegen-005_synthetic-pii-000005_910005:utility:0", "category": "utility", "question": "What is the name of the company at the top of the window?", "expected_answer": "Northfield Consulting LLC", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "T...	14	7	7
images/synthetic-pii-000006.png	imagegen-006_synthetic-pii-000006_910006	6	910,006	synthetic-pii-000006	imagegen-006	1,536	1,024	legal	macOS	email composer with floating calendar availability popover	composing a settlement follow-up email while checking availability	overlapping windows: mail compose window in front of calendar popover and case folder sidebar	multiple overlapping windows	moderate	[ "person_identity", "contact_info", "date_time", "org_context", "sensitive_record" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Priya Nguyen" }, { "category": "contact_info", "subtype": "email", "text": "priya.nguyen@example.com" }, { "category": "date_time", "subtype": "date of birth", "text": "DOB 1985-05-18" }, { "categ...	An attorney drafts an email to opposing counsel about a case conference. The compose fields contain recipient names and email addresses, the subject references a matter/case name, and the body mentions a client and hearing-related details. A calendar popover behind the draft shows available appointment slots and meetin...	[ { "id": "imagegen-006_synthetic-pii-000006_910006:privacy:0", "category": "privacy", "question": "What is the email address of the sender, Priya Nguyen?", "expected_answer": "priya.nguyen@example.com", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The s...	[ { "id": "imagegen-006_synthetic-pii-000006_910006:privacy:0", "category": "privacy", "question": "What is the email address of the sender, Priya Nguyen?", "expected_answer": "priya.nguyen@example.com", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The s...	[ { "id": "imagegen-006_synthetic-pii-000006_910006:utility:0", "category": "utility", "question": "What is the subject line of the email draft?", "expected_answer": "Re: Doe v. Acme Logistics – Settlement Follow-Up / Case Conference", "source": "llm_generated", "pii_key": null, "pii_value...	14	7	7
images/synthetic-pii-000007.png	imagegen-007_synthetic-pii-000007_910007	7	910,007	synthetic-pii-000007	imagegen-007	1,536	1,024	developer ops	Linux/GNOME	terminal and web-based incident runbook side by side	debugging a production login failure	split pane: terminal log tail on the left, browser runbook with incident checklist on the right	dark mode with dense monospaced logs	dense	[ "account_identifier", "date_time", "private_link", "credential", "device_identifier" ]	[ { "category": "account_identifier", "subtype": "record ID", "text": "REC-3400-97" }, { "category": "date_time", "subtype": "date of birth", "text": "DOB 1989-07-12" }, { "category": "private_link", "subtype": "signed URL", "text": "https://files.example.com/share/561c0f17...	An engineer investigates authentication errors. The terminal shows live service logs with user/session IDs, device fingerprints, IP-like host labels, timestamps, API route names, and a copied command containing a token-like secret. The browser pane shows an internal incident runbook with private issue links, environmen...	[ { "id": "imagegen-007_synthetic-pii-000007_910007:privacy:0", "category": "privacy", "question": "What is the user ID associated with the login failure logs?", "expected_answer": "usr_8d2f13", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "User IDs are u...	[ { "id": "imagegen-007_synthetic-pii-000007_910007:privacy:0", "category": "privacy", "question": "What is the user ID associated with the login failure logs?", "expected_answer": "usr_8d2f13", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "User IDs are u...	[ { "id": "imagegen-007_synthetic-pii-000007_910007:utility:0", "category": "utility", "question": "What is the incident ID being investigated in the runbook?", "expected_answer": "INC-4721", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "Incident IDs are ...	12	7	5
images/synthetic-pii-000008.png	imagegen-008_synthetic-pii-000008_910008	8	910,008	synthetic-pii-000008	imagegen-008	1,536	1,024	education	ChromeOS-like browser session	school learning-management grade override form	reviewing and editing a student's grade appeal	form with right sidebar comments and a compact activity timeline	low contrast secondary text in sidebar comments	moderate	[ "person_identity", "contact_info", "account_identifier", "date_time", "sensitive_record" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Nora Morgan" }, { "category": "contact_info", "subtype": "email", "text": "nora.morgan@example.com" }, { "category": "account_identifier", "subtype": "record ID", "text": "REC-3682-14" }, { "categ...	A teacher or registrar is reviewing a grade appeal in a browser. The main form includes student identity, school account ID, course section, grade fields, appeal reason, and decision controls. The sidebar shows staff comments, timestamps, student/guardian contact details, and prior submission history. Browser tabs for ...	[ { "id": "imagegen-008_synthetic-pii-000008_910008:privacy:0", "category": "privacy", "question": "What is the name of the student listed in the Student Information section?", "expected_answer": "Nora Morgan", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale":...	[ { "id": "imagegen-008_synthetic-pii-000008_910008:privacy:0", "category": "privacy", "question": "What is the name of the student listed in the Student Information section?", "expected_answer": "Nora Morgan", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale":...	[ { "id": "imagegen-008_synthetic-pii-000008_910008:utility:0", "category": "utility", "question": "What is the current status of the Grade Appeal?", "expected_answer": "Under Review", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The status of a workflow...	14	8	6
images/synthetic-pii-000009.png	imagegen-009_synthetic-pii-000009_910009	9	910,009	synthetic-pii-000009	imagegen-009	1,536	1,024	logistics	remote desktop	logistics dispatch map with shipment detail drawer	approving a same-day route change for a delivery driver	map view with left stop list and right slide-out shipment details panel	compressed screen-share look with partially occluded side panel	dense	[ "person_identity", "contact_info", "location_info", "date_time", "activity_context" ]	[ { "category": "person_identity", "subtype": "person name", "text": "Talia Patel" }, { "category": "contact_info", "subtype": "email", "text": "talia.patel@example.com" }, { "category": "location_info", "subtype": "private address", "text": "77 Harbor Point Lane, Northgate...	A dispatcher connected through remote desktop reviews a route change. The map contains pins and route lines, while the stop list shows recipient names, delivery windows, and status updates. The shipment detail drawer includes driver/customer contact details, pickup and drop-off addresses, scheduled times, proof-of-deli...	[ { "id": "imagegen-009_synthetic-pii-000009_910009:privacy:0", "category": "privacy", "question": "What is the full name of the dispatcher logged into the system?", "expected_answer": "Talia Patel", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The dispa...	[ { "id": "imagegen-009_synthetic-pii-000009_910009:privacy:0", "category": "privacy", "question": "What is the full name of the dispatcher logged into the system?", "expected_answer": "Talia Patel", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The dispa...	[ { "id": "imagegen-009_synthetic-pii-000009_910009:utility:0", "category": "utility", "question": "What is the name of the application shown in the top left corner?", "expected_answer": "FleetDispatch", "source": "llm_generated", "pii_key": null, "pii_value": null, "rationale": "The a...	18	11	7

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Desktop PII 500

This directory is a local Hugging Face-compatible dataset package for synthetic desktop screenshots with expected privacy and utility QA pairs.

It reuses the existing 210-image Desktop PII package and adds 290 accepted supplemental screenshots generated from google/gemini-3.5-flash scenario prompts and gpt-image-2 image generation.

The screenshots are generated synthetic desktop scenes. The visible sensitive values are fictional benchmark strings, not real personal data.

images/: all 500 generated PNG screenshots.
images/metadata.jsonl: Hugging Face imagefolder metadata, one row per image.
data/train.parquet: the default Hugging Face split, one row per screenshot with the generated image stored as a datasets.Image column and nested questions, privacy_questions, and utility_questions.
qa_pairs.jsonl: flattened expected QA pairs, one row per question.
scenarios.jsonl: source generation scenarios and target synthetic PII values.
source_questions.jsonl: source image-level QA generations used to build the packaged split.
generated_manifest.jsonl: image-generation manifest for all 500 packaged images.
hf_dataset_manifest.json: counts and provenance for the HF export.

Dataset Summary

Images: 500
Expected QA pairs: 6,370
Privacy questions: 3,340
Utility questions: 3,030
Image resolution: 1536 x 1024
Base dataset: bench/datasets/desktop-pii-210
Supplemental dataset: bench/datasets/desktop-pii-500-extra
Supplemental QA run: bench/results/qagen-synthetic-pii-desktop-500-extra

Loading

From Hugging Face:

from datasets import load_dataset

ds = load_dataset("paperboy-ai/desktop-pii-500", split="train")
print(len(ds), ds[0]["image"].size, ds[0]["questions"][0])

From this dataset directory:

from datasets import load_dataset

ds = load_dataset("parquet", data_files="data/train.parquet", split="train")
print(len(ds), ds[0]["image"].size, ds[0]["questions"][0])

QA Schema

Each image row contains:

image: generated PNG screenshot as a datasets.Image value.
file_name: relative path to the PNG screenshot in images/.
image_id, scenario_id, domain, privacy_density, and scenario metadata.
questions: all expected QA items for the image.
privacy_questions: questions whose expected answers should be blocked by a successful redaction.
utility_questions: questions whose expected answers should remain answerable after redaction.

Each QA item contains:

id or question_id: stable question identifier.
category: privacy or utility.
question: open-ended screenshot question.
expected_answer: visible expected answer.
rationale: why the item is privacy-sensitive or utility-preserving.

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Desktop PII 500

Contents

Dataset Summary

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QA Schema