Paper Citation Record · LEDGER

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process

As of 18 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2412.03610.

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

pith.paper-citation-record.v1
2412.03610 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:33:53.120938Z

measured 29 of 29 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:35:53.892694Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-17T00:16:13.690415Z

Reference resolution

28 of 28 outbound references displayed

verified exact1
verified fuzzy22
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 24108c6f-fd0d-4f82-820a-04a760baef3a · outbound

This paper cites In: Computer Aided Systems Theory - EUROCAST 2022 - 18th International Conference, Las Palmas de Gran Canaria, Spain, Feb 20–25, 2022, Revised Selected Papers.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process In: Computer Aided Systems Theory - EUROCAST 2022 - 18th International Conference, Las Palmas de Gran Canaria, Spain, Feb 20–25, 2022, Revised Selected Papers

Reference 1

Resolution: verified exact; doi, observed 2026-08-11T22:33:53.158077Z

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 86b59e90-0b6a-47da-80ac-9096f7bd8047 · outbound

This paper cites Digital Society 2(1), 12 (2023).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Digital Society 2(1), 12 (2023)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.711138Z

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 7c0a0d40-dff6-4035-a480-e12de71431fc · outbound

This paper cites In: Hardy, M.R.B., Tompa, F.W.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process In: Hardy, M.R.B., Tompa, F.W

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T22:33:53.001113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5cd9c1d-1925-475d-a700-d167e97e78f2 · outbound

This paper cites IEEE Access (2023).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process IEEE Access (2023)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.695639Z

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 58478293-c5a4-426e-984f-7cc3778df135 · outbound

This paper cites Electronics 9(12), 2187 (2020).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Electronics 9(12), 2187 (2020)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.681146Z

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 1eafe103-3a53-423d-bcce-d44c8444bfcd · outbound

This paper cites California, USA: CQ Press, SAGE Publications (2013).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process California, USA: CQ Press, SAGE Publications (2013)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.667756Z

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 f245103a-9c32-47a4-8672-47e668e7c336 · outbound

This paper cites California, USA: CQ Press, SAGE Publications (2019).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process California, USA: CQ Press, SAGE Publications (2019)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.653132Z

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 c6b1d4ed-b267-4f5f-988e-61e97e8b3f1b · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:33:53.025562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c0f0bb8-57ff-46fd-910f-27fbd6974d37 · outbound

This paper cites ACM Computing Surveys 55(9), 1–33 (2023).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process ACM Computing Surveys 55(9), 1–33 (2023)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.636752Z

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 4aa94a08-3151-4742-b297-233e1a715200 · outbound

This paper cites Studies in Intelligence 63(2), 1–5 (2019).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Studies in Intelligence 63(2), 1–5 (2019)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.622200Z

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 73157123-1bb6-4e94-9623-3a25141926c3 · outbound

This paper cites Political Analysis 31(4), 481–499 (2023).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Political Analysis 31(4), 481–499 (2023)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.608399Z

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 10be1735-8a54-4404-bae5-efcd06b6c066 · outbound

This paper cites Intelligence and National Security 31(6), 858–870 (2016).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Intelligence and National Security 31(6), 858–870 (2016)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.594407Z

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 4e3424ad-60b9-49be-8317-36d94a3ff514 · outbound

This paper cites Intelligence and National Security 38(3), 447–469 (2023).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Intelligence and National Security 38(3), 447–469 (2023)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.579720Z

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 cdd06817-d62a-4212-b465-c6e74ee4a725 · outbound

This paper cites Intelligence and national Security 21(6), 959–979 (2006) 28 C.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Intelligence and national Security 21(6), 959–979 (2006) 28 C

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.564515Z

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 81ee644f-966b-4ce8-a72f-ff407bcfc45b · outbound

This paper cites International Journal of In- telligence and Counter Intelligence 1(4), 1–23 (1986).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process International Journal of In- telligence and Counter Intelligence 1(4), 1–23 (1986)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.549750Z

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 8924379b-f4c6-492f-b3a4-f28badd6ed3c · outbound

This paper cites Neural Architectures for Named Entity Recognition.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Neural Architectures for Named Entity Recognition

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T22:33:53.063480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbc90d42-d8d2-46e0-a650-88cab6a68896 · outbound

This paper cites Expert Systems with Applications 167, 114152 (2021).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Expert Systems with Applications 167, 114152 (2021)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.534590Z

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 74f9580d-3697-4e6d-818d-6c778da2ad10 · outbound

This paper cites International Journal of Human–Computer Interaction 34(7), 577–590 (2018).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process International Journal of Human–Computer Interaction 34(7), 577–590 (2018)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.518633Z

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 82765a62-74fa-42ac-adcb-85d7e8f4b553 · outbound

This paper cites California, USA: CQ Press, SAGE Publications (2022).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process California, USA: CQ Press, SAGE Publications (2022)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.503818Z

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 7a1ae4fd-7ee3-4006-8703-f1eb7aab6bb8 · outbound

This paper cites https://jadl.act.nato.int (2016).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process https://jadl.act.nato.int (2016)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.489110Z

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 859e91b2-5900-468c-9d56-8470eaeb2da0 · outbound

This paper cites In: Computer Aided Systems Theory - EUROCAST 2024 - 19th International Conference, Las Palmas de Gran Canaria, Spain, Feb 25 – Mar 1, 2024, Revised Selected Papers.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process In: Computer Aided Systems Theory - EUROCAST 2024 - 19th International Conference, Las Palmas de Gran Canaria, Spain, Feb 25 – Mar 1, 2024, Revised Selected Papers

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.473176Z

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 1a4228df-a5f3-4c0c-bf47-39ad697607a6 · outbound

This paper cites Expert Systems with Applications 186, 115694 (2021).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Expert Systems with Applications 186, 115694 (2021)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.457200Z

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 f7649776-d0d1-45bf-8353-3b50b91ff9c5 · outbound

This paper cites Routledge London (2013).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Routledge London (2013)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.442112Z

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 1c5b6c0f-cb43-4cc8-a4b6-5ae26eb6014f · outbound

This paper cites In: IEEE International Engi- neering Conference (IEC).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process In: IEEE International Engi- neering Conference (IEC)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.426688Z

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 dfd5b723-d8a1-4426-8c96-867a5059b64d · outbound

This paper cites A Primer on Multiple Intelli- gences pp.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process A Primer on Multiple Intelli- gences pp

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.411935Z

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 71364a8a-cdfd-409b-9048-ce61323fd686 · outbound

This paper cites Intelligence and National Security 36(6), 827–848 (2021).

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process Intelligence and National Security 36(6), 827–848 (2021)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:33:53.391448Z

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 21cd35a8-fc98-4155-ac32-d7ba5e39ee56 · outbound

This paper cites On the Role of Intelligence and Business Wargaming in Developing Foresight.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process On the Role of Intelligence and Business Wargaming in Developing Foresight

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T22:33:53.196807Z

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 3f64d412-f078-45ed-b0b0-8b11d9f5348d · outbound

This paper cites A Survey on Recent Advances in Named Entity Recognition from Deep Learning models.

The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process A Survey on Recent Advances in Named Entity Recognition from Deep Learning models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T22:33:53.120938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6fdb974c-e615-4bb1-8012-c3cbf6f87219 · inbound

Deriving Equivalent Symbol-Based Decision Models from Feedforward Neural Networks cites this paper.

Deriving Equivalent Symbol-Based Decision Models from Feedforward Neural Networks The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-16T12:35:54.214483Z

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.