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Paper Citation Record · LEDGER

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs

As of 8 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2607.17075.

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

pith.paper-citation-record.v1
2607.17075 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T19:09:54.303276Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

68 of 68 outbound references displayed

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  • unresolved68
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External citation measurements

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Outbound references

Observation 5e9f70b9-3f40-4025-8bd3-8060d8a88872 · outbound

This paper cites https://www.oag.ca.gov/ privacy/ccpa.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs https://www.oag.ca.gov/ privacy/ccpa

Reference 1

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Observation 59a4a00d-1358-4875-8da6-1e2c62878677 · outbound

This paper cites https://leginfo.legislature.ca.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs https://leginfo.legislature.ca

Reference 2

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Observation 93fc6306-7d7a-49b0-a77d-959b5c45e1cc · outbound

This paper cites https://www.flsenate.gov/Session/ Bill/2023/262/BillText/er/HTML.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs https://www.flsenate.gov/Session/ Bill/2023/262/BillText/er/HTML

Reference 3

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Observation c0321a75-4d15-44d1-b9c0-581d5452ec81 · outbound

This paper cites we do not collect any personal informa- tion.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs we do not collect any personal informa- tion

Reference 4

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Observation 40393890-db69-4966-b85c-f99fb4837110 · outbound

This paper cites We may share your information with.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs We may share your information with

Reference 5

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Observation a6c1ac42-d108-4d1f-a0c5-51afe810c26a · outbound

This paper cites per-query.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs per-query

Reference 6

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Observation 18587179-9ed7-4f9d-b665-359149df472b · outbound

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A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs ungrounded

Reference 7

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Observation 7b4b35a3-7f6b-4279-be17-1601e8deb846 · outbound

This paper cites For instance, Sunet al.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs For instance, Sunet al

Reference 8

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Observation f3ae541e-fce2-438e-b59c-bfe4e4094673 · outbound

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A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Unresolved cited work

Reference 9

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Observation c72753a0-f4e6-436c-a7c3-216292e1424a · outbound

This paper cites https://gdpr-info.eu/art-13-gdpr/.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs https://gdpr-info.eu/art-13-gdpr/

Reference 10

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Observation eaa0482c-0d2a-4cf7-9431-0b38b62a8b39 · outbound

This paper cites https://gdpr-info.eu/art-14-gdpr/.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs https://gdpr-info.eu/art-14-gdpr/

Reference 11

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Observation 6f68adef-cf11-4d34-be93-dddacd0bfb22 · outbound

This paper cites https://texasattorneygeneral.gov/consumer-protection/ file-consumer-complaint/consumer-privacy-rights/ texas-data-privacy-and-security-act.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs https://texasattorneygeneral.gov/consumer-protection/ file-consumer-complaint/consumer-privacy-rights/ texas-data-privacy-and-security-act

Reference 12

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Observation 14f13a79-ae98-4f53-951a-af58d08d2054 · outbound

This paper cites https://explore.usableprivacy.org/.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs https://explore.usableprivacy.org/

Reference 13

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Observation d85015b8-b571-4b3b-8cc5-1c1868f219c7 · outbound

This paper cites Policypulse: Precision semantic role extraction for enhanced privacy policy com- prehension.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Policypulse: Precision semantic role extraction for enhanced privacy policy com- prehension

Reference 14

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Observation 843a574b-bfe1-4897-9e8f-6bd916654af6 · outbound

This paper cites Machine learning algorithms for privacy policy classification: A comparative study.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Machine learning algorithms for privacy policy classification: A comparative study

Reference 15

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Observation 3f0416ec-4944-4bd1-b67f-868d5bfe6462 · outbound

This paper cites PolicyLint: Investigating Internal Privacy Policy Contradictions on Google Play.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs PolicyLint: Investigating Internal Privacy Policy Contradictions on Google Play

Reference 16

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Observation d75843f0-5e49-4c89-8b7b-4dfe8309704e · outbound

This paper cites Actions Speak Louder than Words: Entity-Sensitive Privacy Policy and Data Flow Analysis with PoliCheck.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Actions Speak Louder than Words: Entity-Sensitive Privacy Policy and Data Flow Analysis with PoliCheck

Reference 17

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Observation 7dc7f6a0-a13b-4980-b040-d638873e550d · outbound

This paper cites Ac- tions speak louder than words: Entity-sensitive privacy policy and data flow analysis with policheck.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Ac- tions speak louder than words: Entity-sensitive privacy policy and data flow analysis with policheck

Reference 18

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Observation ae8579d6-14ce-4ec5-858d-224627354d48 · outbound

This paper cites Online artifacts for ”a systematic eval- uation of traditional privacy policy analysis tools against llms”.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Online artifacts for ”a systematic eval- uation of traditional privacy policy analysis tools against llms”

Reference 19

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Observation 75e0445c-5361-499c-8ba4-61a3190c352c · outbound

This paper cites Breaux, Joel R.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Breaux, Joel R

Reference 20

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Observation 56fe42ce-2669-4cb9-aa1f-22ffab6e9a4d · outbound

This paper cites Sherman, Patrick Traynor, and Kevin Butler.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Sherman, Patrick Traynor, and Kevin Butler

Reference 21

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Observation f893a635-af2a-48b6-ac0d-646e9500ea74 · outbound

This paper cites Characterizing Security and Privacy Practices in Emerging Digital Credit Applications.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Characterizing Security and Privacy Practices in Emerging Digital Credit Applications

Reference 22

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Observation 04d85710-ef73-4801-b6df-5a1123b13d5f · outbound

This paper cites Consistency analysis of data-usage purposes in mobile apps.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Consistency analysis of data-usage purposes in mobile apps

Reference 23

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Observation a51c774c-55e8-48f9-b33b-01f12c7075e9 · outbound

This paper cites Automating Governing Knowledge Commons and Contextual Integrity (GKC-CI) Privacy Policy Annotations with Large Language Models.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Automating Governing Knowledge Commons and Contextual Integrity (GKC-CI) Privacy Policy Annotations with Large Language Models

Reference 24

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Observation 9c279750-bbd7-4622-bca6-55eb6f6436ca · outbound

This paper cites A Large- Scale Evaluation of US Financial Institutions’ Standardized Privacy Notices.ACM Transactions on the Web, 2016.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs A Large- Scale Evaluation of US Financial Institutions’ Standardized Privacy Notices.ACM Transactions on the Web, 2016

Reference 25

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Observation fd1615ea-3013-40ff-b451-baf3204c253a · outbound

This paper cites In32nd USENIX Security Symposium (USENIX Security 23), pages 1037–1054, 2023.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs In32nd USENIX Security Symposium (USENIX Security 23), pages 1037–1054, 2023

Reference 26

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Observation e631a20b-fe23-4763-820b-bbc62ea261a5 · outbound

This paper cites We Value Your Privacy.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs We Value Your Privacy

Reference 27

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Observation 6f5c2194-6da7-4c40-bd48-62ca61225a14 · outbound

This paper cites ” you don’t need a university degree to comprehend data protection this way”: Llm-powered interactive privacy policy assessment.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs ” you don’t need a university degree to comprehend data protection this way”: Llm-powered interactive privacy policy assessment

Reference 28

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Observation d0848c1b-5839-44f6-b155-f9a7ccee1ab6 · outbound

This paper cites an unresolved cited work.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Unresolved cited work

Reference 29

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Observation 93429f78-cb9b-49e9-bab2-97fa22a22cef · outbound

This paper cites Creation and analysis of an international corpus of privacy laws.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Creation and analysis of an international corpus of privacy laws

Reference 30

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source=pdf_text observed=2026-08-01T19:09:51.251525Z digest=sha256:4cf1c388f50819df0c1725401703a0b52e6f786aa1cc5a7236634f6a5c55ed08

Observation d2b69ede-d36e-4edc-92dd-2982bc70600c · outbound

This paper cites Bamberger, and Serge Egelman.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Bamberger, and Serge Egelman

Reference 31

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Observation 896d1e9b-fdd8-45e5-85b5-bd115049dcef · outbound

This paper cites Shin, and Karl Aberer.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Shin, and Karl Aberer

Reference 32

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Observation 27bc7c7c-902b-44a8-acbf-16f8a7fa5088 · outbound

This paper cites Polisis: Automated analysis and presentation of privacy policies using deep learning.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Polisis: Automated analysis and presentation of privacy policies using deep learning

Reference 33

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Observation 282e7ec1-a5fd-466c-8b75-35a52d1e412b · outbound

This paper cites Degpt: Optimizing decompiler output with llm.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Degpt: Optimizing decompiler output with llm

Reference 34

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Observation 625999a2-1cb2-4f95-b06a-0a175a893734 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transactions on Information Systems, 43(2):1–55, 2025.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transactions on Information Systems, 43(2):1–55, 2025

Reference 35

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Observation b9b766b2-95ea-4993-8ff0-6717183ec561 · outbound

This paper cites Privacy Policies as Decision-Making Tools: An Evaluation of Online Privacy Notices.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Privacy Policies as Decision-Making Tools: An Evaluation of Online Privacy Notices

Reference 36

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source=pdf_text observed=2026-08-01T19:09:51.732517Z digest=sha256:c25338e9dfc685b90f6adf690cab03dd85e403d933d617b5acfc9655a0d842ae

Observation 6ed6a954-a665-46b7-9dcb-0ec4cde87ffa · outbound

This paper cites Understanding gdpr non- compliance in privacy policies of alexa skills in european market- places.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Understanding gdpr non- compliance in privacy policies of alexa skills in european market- places

Reference 37

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Observation 48263e75-37be-4fa3-b0d1-25f0f90d6e6f · outbound

This paper cites Towards automatic classification of privacy policy text.School of Computer Science Carnegie Mellon University, 2018.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Towards automatic classification of privacy policy text.School of Computer Science Carnegie Mellon University, 2018

Reference 38

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source=pdf_text observed=2026-08-01T19:09:51.908137Z digest=sha256:08ed25590fbc582f9d211dae9f2b6d61c0dfd62658fae2d5cff79e1499df7ec0

Observation feaee04c-c792-4b88-a9e9-12baaaf414d7 · outbound

This paper cites Have you been properly notified? automatic compliance analysis of privacy policy text with gdpr article 13.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Have you been properly notified? automatic compliance analysis of privacy policy text with gdpr article 13

Reference 39

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source=pdf_text observed=2026-08-01T19:09:51.980847Z digest=sha256:5d1ab925bfec04fe8c6f6cf48f5d20d1e2508692793ce7067257f9df4dca2a1f

Observation 1c0842f4-1791-4109-a68c-f4ddacf5cbea · outbound

This paper cites Smart Home Privacy Policies Demystified: A Study of Availability, Content, and Coverage.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Smart Home Privacy Policies Demystified: A Study of Availability, Content, and Coverage

Reference 40

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source=pdf_text observed=2026-08-01T19:09:52.117754Z digest=sha256:03d4d12a72d6b01a4c8d0db67f605b626bed38d8dfded38a4e80137402a70d98

Observation 90e72dd9-46c5-4939-bd89-ebade68f20b3 · outbound

This paper cites McDonald and Lorrie Faith Cranor.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs McDonald and Lorrie Faith Cranor

Reference 41

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source=pdf_text observed=2026-08-01T19:09:52.187577Z digest=sha256:9b2b0ec314ba745cd5bc15c66d322b81dfb94753beb520976ad92e45d4cb6996

Observation 4f507a77-6125-4d87-a423-99945218e1db · outbound

This paper cites On the ridiculousness of notice and consent: Con- tradictions in app privacy policies.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs On the ridiculousness of notice and consent: Con- tradictions in app privacy policies

Reference 42

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source=pdf_text observed=2026-08-01T19:09:52.241891Z digest=sha256:1952248f4f35b28b7e87db20df55bbb231749b10addb48a68625370c3950aed9

Observation 961e49fc-2958-4ae2-be1f-8dcb7668a627 · outbound

This paper cites On the Ridiculousness of Notice and Consent: Contradictions in App Privacy Policies.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs On the Ridiculousness of Notice and Consent: Contradictions in App Privacy Policies

Reference 43

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source=pdf_text observed=2026-08-01T19:09:52.322735Z digest=sha256:dc35d8c545ac1fa8b7eae4fe984760ce3069304adcf4874216aff6ca1159cf06

Observation d4b46123-13cd-49d5-b983-fe8d780d8128 · outbound

This paper cites Morgan & Claypool San Rafael, 2011.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Morgan & Claypool San Rafael, 2011

Reference 44

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source=pdf_text observed=2026-08-01T19:09:52.380309Z digest=sha256:fe93ea356ffcb669d20c297032fb19c834b5770eeb66742db5ec948c24ad2daa

Observation af1bd35c-9b87-41b8-9a1b-f5cea4ef0e16 · outbound

This paper cites A{NEW}{HOPE}: Contextual privacy policies for mobile applications and an approach toward automated generation.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs A{NEW}{HOPE}: Contextual privacy policies for mobile applications and an approach toward automated generation

Reference 45

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source=pdf_text observed=2026-08-01T19:09:52.456486Z digest=sha256:0357925d5e8d9cb43c135516eec9994502c8c7fbfd26ab14d17eca04b6e279aa

Observation cd5f8482-d455-4beb-8679-589e8618c3b9 · outbound

This paper cites Is it a trap? a large-scale empirical study and comprehensive assessment of online automated privacy policy generators for mobile apps.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Is it a trap? a large-scale empirical study and comprehensive assessment of online automated privacy policy generators for mobile apps

Reference 46

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source=pdf_text observed=2026-08-01T19:09:52.517326Z digest=sha256:5fe06596221944d1ffc877047b5bd069289910bbd7c75290eb114f18e38e841e

Observation 79ff2c32-e2ff-404e-8c0e-26871c367d41 · outbound

This paper cites Large language models meet nlp: A survey.Frontiers of Computer Science, 20(11):2011361, 2026.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Large language models meet nlp: A survey.Frontiers of Computer Science, 20(11):2011361, 2026

Reference 47

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source=pdf_text observed=2026-08-01T19:09:52.581386Z digest=sha256:0a38eb4fd019d22b7cc69578d2a0afd95bbf31ed5e585987ec23aa9e0c3d7135

Observation e9c53f47-545f-405e-8a77-2935fad5bfc8 · outbound

This paper cites Large language models: a new approach for privacy policy analysis at scale.arXiv preprint arXiv:2405.20900, 2024.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Large language models: a new approach for privacy policy analysis at scale.arXiv preprint arXiv:2405.20900, 2024

Reference 48

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source=pdf_text observed=2026-08-01T19:09:52.647520Z digest=sha256:c3ef6e539016919ca3330b05910f029257bc706d08630641dd182211b99cf8b4

Observation 4af1e6a5-f449-485d-9bef-642fdda7dd20 · outbound

This paper cites Identifying the Provision of Choices in Privacy Policy Text.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Identifying the Provision of Choices in Privacy Policy Text

Reference 49

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source=pdf_text observed=2026-08-01T19:09:52.722689Z digest=sha256:d0e554e95a3e833c4c1f90a83109619629a958801877ab83ac37c97901357864

Observation 6351c245-a509-4dda-ab72-7238801f4da4 · outbound

This paper cites Quan- tifying language models’ sensitivity to spurious features in prompt design or: How i learned to start worrying about prompt formatting.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Quan- tifying language models’ sensitivity to spurious features in prompt design or: How i learned to start worrying about prompt formatting

Reference 50

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source=pdf_text observed=2026-08-01T19:09:52.808929Z digest=sha256:24b8edb2a99a937103a6f416f958fe87182c07189ff118727226b134447a4e4d

Observation 57f95745-7115-4434-8046-ed92147dd4a6 · outbound

This paper cites A thorough examination of decoding methods in the era of llms.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs A thorough examination of decoding methods in the era of llms

Reference 51

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source=pdf_text observed=2026-08-01T19:09:52.896381Z digest=sha256:e3c7c2e3bd600556c6a51c6ca61f21c93264eb655d886015249de191edffa5b5

Observation 54caaa1e-5e57-4ec4-935b-f131f25f78ee · outbound

This paper cites The good, the bad, and the greedy: Evaluation of llms should not ignore non-determinism.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs The good, the bad, and the greedy: Evaluation of llms should not ignore non-determinism

Reference 52

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source=pdf_text observed=2026-08-01T19:09:52.980982Z digest=sha256:51da8696fde6cc18a204909a117046f11a292a6ad06923e0978f5cd42e00ce64

Observation f8963e1b-0766-44c1-9c59-dbd91467a715 · outbound

This paper cites Empowering users in digital privacy management through interactive llm-based agents.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Empowering users in digital privacy management through interactive llm-based agents

Reference 53

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source=pdf_text observed=2026-08-01T19:09:53.076644Z digest=sha256:e158480f1010eb0f7b501b190fe6692f8efb87e3cef0ac75f1b57988cbed20d9

Observation c4515456-710c-4bc7-9ace-4211c0f8bc11 · outbound

This paper cites Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners

Reference 54

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source=pdf_text observed=2026-08-01T19:09:53.148943Z digest=sha256:0f4a92105579f7cbf523535cd8c73445e67bfd1e3d2024fbfb82ba21aff9108d

Observation 2d2ffbe9-708f-4360-b5c0-7847dbadff6e · outbound

This paper cites The creation and analysis of a website privacy policy corpus.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs The creation and analysis of a website privacy policy corpus

Reference 55

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source=pdf_text observed=2026-08-01T19:09:53.228166Z digest=sha256:4466d1900d126ec454067de730078c752936b16e39a3da9359dc1b5037eff23c

Observation 8429405c-4577-455e-b97f-26890da1ba51 · outbound

This paper cites Policychecker: Ana- lyzing the gdpr completeness of mobile apps’ privacy policies.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Policychecker: Ana- lyzing the gdpr completeness of mobile apps’ privacy policies

Reference 56

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source=pdf_text observed=2026-08-01T19:09:53.324731Z digest=sha256:69168b3e34eb760ef02977035f834af39ea036ce6b2946caf516c109b5a9df1b

Observation 5ef78961-a7e5-43e9-abab-8c20aa63cc3b · outbound

This paper cites Evaluating privacy policies under modern privacy laws at scale: An{LLM-Based} automated approach.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Evaluating privacy policies under modern privacy laws at scale: An{LLM-Based} automated approach

Reference 57

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source=pdf_text observed=2026-08-01T19:09:53.393600Z digest=sha256:0c0ab04f2c5a649cf5fa04231f45c088ea80da3c9f19fce03624c4dcde3b2bd4

Observation c220c1e1-756a-43a3-867f-61552cfe2010 · outbound

This paper cites Can We Trust the Privacy Policies of Android Apps? InProceedings of the IEEE/I- FIP International Conference on Dependable Systems and Networks (DSN), 2016.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Can We Trust the Privacy Policies of Android Apps? InProceedings of the IEEE/I- FIP International Conference on Dependable Systems and Networks (DSN), 2016

Reference 58

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source=pdf_text observed=2026-08-01T19:09:53.455082Z digest=sha256:d10935f79b4a806e37d63c8bbf5f697e0bc1a6bcb9408481106b4bd18fee8ea4

Observation 8f6fc20d-44ca-4a41-b257-fad5225c06cf · outbound

This paper cites Privcaptcha: Interactive captcha to facilitate effective comprehension of app privacy policy.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Privcaptcha: Interactive captcha to facilitate effective comprehension of app privacy policy

Reference 59

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source=pdf_text observed=2026-08-01T19:09:53.559459Z digest=sha256:9d0bbd697bdb04e0866c99e97819f06452618811c095ea5a548062a0fc20c11f

Observation 9472a355-fc31-40db-9e03-ec557ef893a2 · outbound

This paper cites A five-step workflow to manually annotate unstructured data into training dataset for natural language processing.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs A five-step workflow to manually annotate unstructured data into training dataset for natural language processing

Reference 60

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source=pdf_text observed=2026-08-01T19:09:53.630750Z digest=sha256:6db4c10bc3db158c04bd24a785b8d4abb77bf644db626487272dd35fc7390c80

Observation 8448ac4d-77af-41b7-87f9-06f3d267b67c · outbound

This paper cites Bellovin, and Joel Reidenberg.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Bellovin, and Joel Reidenberg

Reference 61

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source=pdf_text observed=2026-08-01T19:09:53.695117Z digest=sha256:95835ab5c439d5c9e0ae50c5ceb4a54e2ef9f4c31d16a78df47e7a2fa7ea9205

Observation 8d7473c4-139d-4f34-aff1-57ca933888f6 · outbound

This paper cites Figure 1 and 2 shows the data class level precision for Purpliance and PolicyPulse respectively.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Figure 1 and 2 shows the data class level precision for Purpliance and PolicyPulse respectively

Reference 62

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source=pdf_text observed=2026-08-01T19:09:53.792191Z digest=sha256:2ac619d6a3b5db2bcca1c97810c6a13e54153fb0a35e3736041d99d425f81c84

Observation c2549718-301b-4e7b-947d-6fcbdbac57f7 · outbound

This paper cites an unresolved cited work.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-01T19:09:53.900034Z digest=sha256:68a41c5bface2992c99371cd0ee3c0362c9ac69ed8950e7a6f178840d52db15f

Observation 036d22fd-3e9f-4028-9d8c-110165c63126 · outbound

This paper cites 9Statement B admits a practice (collect or share) for a SPECIFIC item that falls within that broad category (e.g ., Email Address).

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs 9Statement B admits a practice (collect or share) for a SPECIFIC item that falls within that broad category (e.g ., Email Address)

Reference 64

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source=pdf_text observed=2026-08-01T19:09:53.987887Z digest=sha256:d6ac6e0fd1bfe23de1af16fcab0b919674c8de3deb8f6f82b9b52f1f69b105b4

Observation 46547c40-6401-46d6-bdcb-6eacf15ccb21 · outbound

This paper cites contradictions.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs contradictions

Reference 66

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source=pdf_text observed=2026-08-01T19:09:54.149587Z digest=sha256:6e7b5993dd2a09b82486550fff2be5979e2d00bc6d779f8cee2336a6b2501df0

Observation 50aa079f-91ad-49de-8c97-cf7ae006b296 · outbound

This paper cites 6Statement B admits a practice (collect or share) for a SPECIFIC item that falls within that broad category (e.g ., Email Address).

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs 6Statement B admits a practice (collect or share) for a SPECIFIC item that falls within that broad category (e.g ., Email Address)

Reference 67

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source=pdf_text observed=2026-08-01T19:09:54.231787Z digest=sha256:de4b8f180d6cef3aebc8a091558f8fd4aa22b25564b728e88acfbd3a99f2a276

Observation 7f434a2e-7457-47ea-a94d-6b95d917a201 · outbound

This paper cites 12Statement B denies a practice (not_collect or not_share) for a SPECIFIC item within that category.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs 12Statement B denies a practice (not_collect or not_share) for a SPECIFIC item within that category

Reference 92

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source=pdf_text observed=2026-08-01T19:09:54.303276Z digest=sha256:738b9f8cfa53c90d5b2e31f7b33afc531f8d15cd310abd7dd718c732c5cb3903

Observation 46f58f0e-594f-4c37-966c-dcc8fcc915d4 · outbound

This paper cites contradictions.

A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs contradictions

Reference 122

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T19:09:54.075764Z digest=sha256:874b809975249ea084ed8d5bd34c6f3d202349a4a86bf71d56b75ada2cce1462

Pith citing papers

No inbound Pith citation observations are available.