Paper Citation Record · LEDGER

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs

As of 18 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2505.12238.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.12238 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:42:27.826330Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:15:50.898244Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy6
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation baa4e7f0-88ca-4783-8210-be9ea205271a · outbound

This paper cites J., Javaheripi, M., Kauffmann, P., Lee, J.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs J., Javaheripi, M., Kauffmann, P., Lee, J

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:28.322928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3d56a9ef-c156-4b20-9dfd-db0d672fb9e3 · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.307113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 59d7081a-32a5-47e8-9f7c-5c2523c9922b · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.289931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 12ca73eb-e5ae-48d0-a68b-0a39c3fc7f75 · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.274726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5dc98f1d-c510-4aa1-8979-092c7b118e8a · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.258958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cd086ae4-b22f-4e4a-a946-cb3bdb13e3a4 · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.243460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3b1cb768-ff45-471b-b295-73305cf01dcf · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.227553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c2ce9c41-1721-4c29-b5b1-c16e230a7b0b · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.725461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae98ed5f-dbd1-40d3-916e-cbd76c19af13 · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.210811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 09296905-7f77-473c-afd8-ed639170dc26 · outbound

This paper cites Inexact Unlearning Needs More Careful Evaluations to Avoid a False Sense of Privacy.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Inexact Unlearning Needs More Careful Evaluations to Avoid a False Sense of Privacy

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.735672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5244d4f5-507b-4e61-b975-24638d698ecb · outbound

This paper cites J., Shen, Y ., Wallis, P., Allen-Zhu, Z., Li, Y ., Wang, S., Wang, L., Chen, W., et al.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs J., Shen, Y ., Wallis, P., Allen-Zhu, Z., Li, Y ., Wang, S., Wang, L., Chen, W., et al

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:28.194913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a105613e-64e4-47c9-9a58-4e79a1dbe589 · outbound

This paper cites Preventing Verbatim Memorization in Language Models Gives a False Sense of Privacy.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Preventing Verbatim Memorization in Language Models Gives a False Sense of Privacy

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.746655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53d5ca42-0242-4f85-8274-ecb8730311dc · outbound

This paper cites M., Mahmoud, O., and Saad, S.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs M., Mahmoud, O., and Saad, S

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:28.179110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 32407516-32af-4166-bbbb-9ff3121f670d · outbound

This paper cites Deduplicating Training Data Makes Language Models Better.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Deduplicating Training Data Makes Language Models Better

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.759921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9dfbf51-b562-4a0f-ac7a-09f058962e10 · outbound

This paper cites LLM-PBE: Assessing Data Privacy in Large Language Models.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs LLM-PBE: Assessing Data Privacy in Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.765123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5733977c-678d-45a7-8d7e-3a1217ad18aa · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.162216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0ca53809-ff86-4555-8b35-5a02d29696e3 · outbound

This paper cites Decoupled Weight Decay Regularization.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Decoupled Weight Decay Regularization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.774473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d798caa9-5228-44e7-a9f5-4a7c9c7f791b · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.144919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 776eb922-a02c-4356-850c-de88a5a9f88a · outbound

This paper cites PII-Scope: A Comprehensive Study on Training Data PII Extraction Attacks in LLMs.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs PII-Scope: A Comprehensive Study on Training Data PII Extraction Attacks in LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.783963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abaed8c2-7ba7-4f3c-84b5-db643ca4a6f6 · outbound

This paper cites Scalable Extraction of Training Data from (Production) Language Models.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Scalable Extraction of Training Data from (Production) Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.789094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af856222-6035-40d4-9057-65d42f87d8c2 · outbound

This paper cites GPT-4o System Card.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs GPT-4o System Card

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.793758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c61acf44-f5bf-4443-a76a-451da9af37f9 · outbound

This paper cites Openai o3-mini.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Openai o3-mini

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:28.126458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2690f589-c498-40c4-8830-dc5176b48683 · outbound

This paper cites Quantifying Association Capabilities of Large Language Models and Its Implications on Privacy Leakage.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Quantifying Association Capabilities of Large Language Models and Its Implications on Privacy Leakage

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.802656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb7cb436-2a25-4fcb-a2fd-b410e80a764f · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.109435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eb025388-a1a2-4862-98fa-b6fd34f6267a · outbound

This paper cites an unresolved cited work.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:28.093364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ca1d4fe8-7eee-4cc2-b153-c62a7c935b66 · outbound

This paper cites RedPajama: an Open Dataset for Training Large Language Models.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs RedPajama: an Open Dataset for Training Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:27.816644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b763c60f-d5ff-46de-9a30-9034197daea8 · outbound

This paper cites Wikipedia Structured Contents Dataset.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs Wikipedia Structured Contents Dataset

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:28.074751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8d9f4095-bbfb-4ee0-a386-5cace3162c40 · outbound

This paper cites moving sale.

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs moving sale

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:28.055871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation e1989c92-1121-458a-9a37-8406e84d9dab · inbound

Phantoms and Disclosures: A Statistical Framework for Auditing Privacy in Synthetic Data cites this paper.

Phantoms and Disclosures: A Statistical Framework for Auditing Privacy in Synthetic Data PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:50.898244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 395d3483-2491-446c-807a-1ee26a9a34d8 · inbound

PANOPTICON: A PII-Based Assemblage of Naturalistic Output Tokens for Investigating Privacy Leakage Within LLM Context Window cites this paper.

PANOPTICON: A PII-Based Assemblage of Naturalistic Output Tokens for Investigating Privacy Leakage Within LLM Context Window PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T21:14:46.668686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.