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Paper Citation Record · LEDGER

Automated email Generation for Targeted Attacks using Natural Language

As of 16 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:1908.06893.

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

pith.paper-citation-record.v1
1908.06893 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T12:38:11.802868Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 121fcb4d-dd0a-425e-a963-b1d30af0565e · outbound

This paper cites With the immense boom in usage and adaptation of the Internet, staggering numbers of individuals and organizations have fallen prey to targeted attacks like phishing and pharming.

Automated email Generation for Targeted Attacks using Natural Language With the immense boom in usage and adaptation of the Internet, staggering numbers of individuals and organizations have fallen prey to targeted attacks like phishing and pharming

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T12:38:12.021964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.745555Z digest=sha256:d79dba00f9467359809ab11326470e21c6e7b9105f9e71cd38922da4857c9c8f

Observation f9b9d38a-0c7b-491a-80bc-b4f0a9bdf98f · outbound

This paper cites an unresolved cited work.

Automated email Generation for Targeted Attacks using Natural Language Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-14T12:38:12.006882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.751164Z digest=sha256:62b29ff5ca2f18b99f1c05284420f2ae950c27aa8144513d5d90d15bf23b9e61

Observation 0aa32bd7-e1f4-49b8-90c1-9999f5bdd3f4 · outbound

This paper cites an unresolved cited work.

Automated email Generation for Targeted Attacks using Natural Language Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-14T12:38:11.992049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.755822Z digest=sha256:2689f3b471088b17cedc7072d888f944adfdaee2813a5908d668bb5ae4014bff

Observation f80932e4-469f-4dff-a340-7d4fd1ddb587 · outbound

This paper cites an unresolved cited work.

Automated email Generation for Targeted Attacks using Natural Language Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-14T12:38:11.978058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.760508Z digest=sha256:df6baf8575c515229896575c39fe74a83264472e4886c727bd4ce0ea793d4228

Observation 3d946db0-cb37-4e0c-9630-22bf9774c9cb · outbound

This paper cites an unresolved cited work.

Automated email Generation for Targeted Attacks using Natural Language Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-14T12:38:11.963927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.765491Z digest=sha256:6c9582dd26785701fcf2b01a6c0e97bd655af6a1cea1a076cafe5a33cba8c00b

Observation 67a82901-fb0d-407a-8876-b9d46b12a2b5 · outbound

This paper cites an unresolved cited work.

Automated email Generation for Targeted Attacks using Natural Language Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T12:38:11.949416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.770023Z digest=sha256:4a5930711ec7c90ffc1952031cbd31d4b996374f60c2a4b563ca0a1292921def

Observation 6dabc34a-8483-4b9b-ba10-8b77e3c5a9cf · outbound

This paper cites Despite the development of a large number of phishing detection tools, many victims are still falling prey to these attacks.

Automated email Generation for Targeted Attacks using Natural Language Despite the development of a large number of phishing detection tools, many victims are still falling prey to these attacks

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T12:38:11.934635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.774524Z digest=sha256:d1d39a9c169ce6fe5546458103b5c23da48bc2c765b135c6cfc6bf6db23ba90d

Observation f061a46f-f078-4a4e-887c-8597f91c7363 · outbound

This paper cites We de- scribe the nature and source of the training and evaluation data in Section 3.1.

Automated email Generation for Targeted Attacks using Natural Language We de- scribe the nature and source of the training and evaluation data in Section 3.1

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T12:38:11.919039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.779167Z digest=sha256:b4d9e3171eee229c046fbf4b2591c86744d370e76f40b027f156267c09e9121f

Observation 845f90ba-e852-44d0-9478-acd4d1fa9c18 · outbound

This paper cites Malicious dataset.

Automated email Generation for Targeted Attacks using Natural Language Malicious dataset

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T12:38:11.904323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.783565Z digest=sha256:81d19b1f66b6624cdf74ca5d2dca2b6cb2e1fda1da1b647a4e31d48c1e1231d0

Observation fe62f6c4-01a0-4257-93f1-293065137cc7 · outbound

This paper cites We give examples of the email text generated with various training models and varying temperatures.

Automated email Generation for Targeted Attacks using Natural Language We give examples of the email text generated with various training models and varying temperatures

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T12:38:11.889576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.788550Z digest=sha256:1b41c8702d36684d02b5a2890d6c441a2a47664abcc102db273e86c0e7fa2405

Observation ddbc70c2-fbbd-4d9f-98ed-d5aba99103ec · outbound

This paper cites First, the text generated by multiple RNN models suffer from repetitive tags and words.

Automated email Generation for Targeted Attacks using Natural Language First, the text generated by multiple RNN models suffer from repetitive tags and words

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T12:38:11.873122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.793710Z digest=sha256:51657d27fe8e54026380b0340d8828d919e47090919958f2559cc323928cebc1

Observation 91c6deee-0a59-4938-b229-32c72fa976ba · outbound

This paper cites We de- signed an RNN based text generation system for generating targeted attack emails which is a challenging task in itself and a novel approach to the best of our knowledge.

Automated email Generation for Targeted Attacks using Natural Language We de- signed an RNN based text generation system for generating targeted attack emails which is a challenging task in itself and a novel approach to the best of our knowledge

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T12:38:11.857268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T12:38:11.798239Z digest=sha256:5e3a380c6a75b0f54671ff4bb54b0181938afa21ef4b88e800a4bcdaf972e1e9

Observation b0be74c5-b445-40b2-b7d3-80104fdde9ff · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Automated email Generation for Targeted Attacks using Natural Language Adam: A Method for Stochastic Optimization

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-14T12:38:11.802868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T12:38:11.802868Z digest=sha256:a056b451156e21f18b976723c0568821e520f1b155411cf00b67f97cec5e2b3f

Pith citing papers

No inbound Pith citation observations are available.