Paper Citation Record · LEDGER

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers

As of 9 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2507.16291.

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

pith.paper-citation-record.v1
2507.16291 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:19:22.246644Z

measured 31 of 31 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T14:15:11.793858Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact13
verified fuzzy2
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch7

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 03fc7eaf-7a31-4e96-baaf-7b6282f64c69 · outbound

This paper cites International Journal of Scientific Research in Computer Science, Engi- neering and Information Technology 3(7), 395–399 (2018).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers International Journal of Scientific Research in Computer Science, Engi- neering and Information Technology 3(7), 395–399 (2018)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:24.035098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c0cf7537-cb21-436f-9bc6-441b20a9b52a · outbound

This paper cites IEEE Access 12, 191586– 191602 (2024).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers IEEE Access 12, 191586– 191602 (2024)

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:19:23.918196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fd4a81d3-1312-476a-bef7-6b041a915204 · outbound

This paper cites KSII Trans- Talking Like a Phisher - Accepted by ICDF2C 2025 17 actions on Internet and Information Systems 19(1), 232–258 (January 2025).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers KSII Trans- Talking Like a Phisher - Accepted by ICDF2C 2025 17 actions on Internet and Information Systems 19(1), 232–258 (January 2025)

Reference 3

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.455823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e48615ac-fd49-4ee1-a44f-8043e362faf2 · outbound

This paper cites European Journal of Information Systems 34(3), 460–474 (2025).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers European Journal of Information Systems 34(3), 460–474 (2025)

Reference 4

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:19:23.792045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a9e7c028-c6a0-43c2-97b8-22ad3862efbe · outbound

This paper cites The Jour- nal of the Korea Contents Association 12(7), 176–182 (2012).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers The Jour- nal of the Korea Contents Association 12(7), 176–182 (2012)

Reference 5

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.437680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2f6ec229-63f6-4971-bd0c-5ef311c3732d · outbound

This paper cites Se- curity Journal 30, 454–466 (2017).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Se- curity Journal 30, 454–466 (2017)

Reference 6

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.420821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5e3b1acc-68a6-4f23-bc82-14afbb9ca4e9 · outbound

This paper cites an unresolved cited work.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:24.014174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 60c81228-fd9b-41b4-9c8a-0fd34e21b326 · outbound

This paper cites IEEE Access 13, 37946–37965 (2025).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers IEEE Access 13, 37946–37965 (2025)

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:19:23.698959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bf8545cc-a5f3-49d7-97b5-c97c8bea23b0 · outbound

This paper cites ACM Comput.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers ACM Comput

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:22.142753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2a66cb0-ea11-4b40-b8ed-3ced5c53d945 · outbound

This paper cites an unresolved cited work.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Unresolved cited work

Reference 10

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.393317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 533a67c8-b833-45a8-ba8b-62b9e65a8e98 · outbound

This paper cites Electronics 12(21) (2023).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Electronics 12(21) (2023)

Reference 11

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.375393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9411244c-bdd8-45c3-af9d-c95f67ed012e · outbound

This paper cites European Journal of Applied Science, Engineering and Technology 3(2), 41–54 (Mar 2025).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers European Journal of Applied Science, Engineering and Technology 3(2), 41–54 (Mar 2025)

Reference 12

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.356674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f73587b1-a537-4ed1-9c26-2c7ad3304ab3 · outbound

This paper cites IEEE Access 12, 187976–188012 (2024).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers IEEE Access 12, 187976–188012 (2024)

Reference 13

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:19:23.581753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a67d642c-8404-49f4-8a89-58252668b655 · outbound

This paper cites In: 2024 11th International Conference on Com- puting for Sustainable Global Development (INDIACom).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers In: 2024 11th International Conference on Com- puting for Sustainable Global Development (INDIACom)

Reference 14

Resolution: verified exact; raw_fallback, observed 2026-08-06T15:19:23.477545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4637dad8-e5a7-4619-b695-5f9142d3a5b5 · outbound

This paper cites In: 2024 1st International Conference on Innova- tive Engineering Sciences and Technological Research (ICIESTR).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers In: 2024 1st International Conference on Innova- tive Engineering Sciences and Technological Research (ICIESTR)

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-06T15:19:23.377014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2cb6596e-c402-4d5c-9f1f-5ecbb19930ce · outbound

This paper cites Procedia Computer Sci- ence 244, 248–259 (2024).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Procedia Computer Sci- ence 244, 248–259 (2024)

Reference 16

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.339368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5e0ff947-ecc5-4e0b-8673-29b33bcb6830 · outbound

This paper cites Journal of Ambient Intelligence and Humanized Computing 14(7), 8173–8184 (2023).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Journal of Ambient Intelligence and Humanized Computing 14(7), 8173–8184 (2023)

Reference 17

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.324580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4dd9a9ca-fb82-441b-8379-39fc77149932 · outbound

This paper cites In: 2024 8th Cy- ber Security in Networking Conference (CSNet).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers In: 2024 8th Cy- ber Security in Networking Conference (CSNet)

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:22.187029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9062e497-01bb-4585-bdfb-52abc228ec3a · outbound

This paper cites In: Proceedings of the 2021 ACM Workshop on Security and Privacy Analytics.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers In: Proceedings of the 2021 ACM Workshop on Security and Privacy Analytics

Reference 19

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:19:23.181899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 65da4832-1cba-43ec-b4a6-81ccc649d07d · outbound

This paper cites Human-centric Computing and Information Sciences 11(2) (2021).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Human-centric Computing and Information Sciences 11(2) (2021)

Reference 20

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.308823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a882c329-e43c-44cf-b48a-d844deac7f65 · outbound

This paper cites Adversarial Attacks and Defenses for Social Network Text Processing Applications: Techniques, Challenges and Future Research Directions.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Adversarial Attacks and Defenses for Social Network Text Processing Applications: Techniques, Challenges and Future Research Directions

Reference 21

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:19:23.087536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8d674b0f-c0ff-47e2-a0bd-d99167ae5fa5 · outbound

This paper cites Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:22.208109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71f34258-3b4d-4e7c-9d64-52d87ec74a4a · outbound

This paper cites When LLMs Go Online: The Emerging Threat of Web-Enabled LLMs.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers When LLMs Go Online: The Emerging Threat of Web-Enabled LLMs

Reference 23

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:19:23.036535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation af1647a1-b6e7-429b-9429-ebfa1a003f4f · outbound

This paper cites In: 2024 IEEE Symposium on Security and Privacy (SP).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers In: 2024 IEEE Symposium on Security and Privacy (SP)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:22.219651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cb0fa41-5961-4d8d-8ad1-0f7cf6dfd72d · outbound

This paper cites In: 2024 ASU International Conference in Emerging Technologies for Sus- tainability and Intelligent Systems (ICETSIS).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers In: 2024 ASU International Conference in Emerging Technologies for Sus- tainability and Intelligent Systems (ICETSIS)

Reference 25

Resolution: verified exact; raw_fallback, observed 2026-08-06T15:19:22.928989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8baacc11-2f4c-42d8-9443-e3d5627ed356 · outbound

This paper cites https: //taku910.github.io/mecab/ (2005), accessed: 2025-05-25.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers https: //taku910.github.io/mecab/ (2005), accessed: 2025-05-25

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:23.998621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0dbe5d3c-964b-4421-8294-18b58d10cd21 · outbound

This paper cites Mathematics 11, 3217 (07 2023).

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Mathematics 11, 3217 (07 2023)

Reference 27

Resolution: verified exact; doi, observed 2026-08-06T15:19:22.292478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f4ef37b7-a671-4ea0-9a28-4cd285e7f984 · outbound

This paper cites an unresolved cited work.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:23.976302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 10f478cb-7bcb-4605-b77a-565c4a861d46 · outbound

This paper cites an unresolved cited work.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:23.957341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7efefa9a-0840-4aa1-be60-35f959dd9e0c · outbound

This paper cites an unresolved cited work.

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:23.940224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation c8a5cbbb-1b0e-4d68-8784-fa15d5b0c606 · inbound

Evaluating AI Models' Capability to Automate Voice Phishing Attacks cites this paper.

Evaluating AI Models' Capability to Automate Voice Phishing Attacks Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T14:15:11.793858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.