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Paper Citation Record · LEDGER

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT

As of 10 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 2 inbound Pith citation observations for arXiv:2506.18942.

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

pith.paper-citation-record.v1
2506.18942 v3

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:27:09.449060Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T01:16:45.791429Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T16:37:23.001827Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact2
  • verified fuzzy34
  • unresolved26
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3e227ea4-d299-471c-8ca5-0407635dd0dc · outbound

This paper cites Annals of Actuarial Science15(2), 207–229 (2021).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Annals of Actuarial Science15(2), 207–229 (2021)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:17.688323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 7ee894ec-f0d7-4a75-87f9-6eb1cf163162 · outbound

This paper cites Annals of Actuarial Science15(2), 230–258 (2021).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Annals of Actuarial Science15(2), 230–258 (2021)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:17.569263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:04.656809Z digest=sha256:6e8377175d487917b07fe9364aaabc534fa4877ae699b935f483bea8a66814c5

Observation b9190d19-e238-48cf-a3b4-97e77d58237b · outbound

This paper cites Working paper, SSRN (May 2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Working paper, SSRN (May 2025)

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:04.735210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:04.735210Z digest=sha256:30b2b76405f9963709a56eb728aadd6e79311414d95e892f3485dd093deb3d5e

Observation 4e3901c7-04cb-458b-95dc-55e1a824a82f · outbound

This paper cites Research report, Society of Actuaries Research Institute (February 2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Research report, Society of Actuaries Research Institute (February 2024)

Reference 4

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no resolver link, observed 2026-08-06T23:27:04.817816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:04.817816Z digest=sha256:55637a55107089a8f3bfee8e45d4e751ae00982ac97f14667950930902ca8d46

Observation a41bf2d9-9108-4e49-81a3-09dec1aee36c · outbound

This paper cites British Actuarial Journal29, 15 (2024) https://doi.org/10.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT British Actuarial Journal29, 15 (2024) https://doi.org/10

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:17.413099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:04.939845Z digest=sha256:055232fe16490cb3f24886116696022ba25f1859de103cf352b77828ac1f436e

Observation ed9a9366-787e-44ba-a5c5-8aa2c0c65215 · outbound

This paper cites The Geneva Papers on Risk and Insurance – Issues and Practice47(2), 205–241 (2022) https://doi.org/ 10.1057/s41288-020-00201-7.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT The Geneva Papers on Risk and Insurance – Issues and Practice47(2), 205–241 (2022) https://doi.org/ 10.1057/s41288-020-00201-7

Reference 6

Resolution
verified exact
doi, observed 2026-08-06T23:27:09.783376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:05.020291Z digest=sha256:82103f90f6d470468e53baebd10c7e152bff03e66fcea52a6b8091315e794ef2

Observation 5974d6cf-fddd-49f0-8c40-0923264c1e4e · outbound

This paper cites Ethics and Information Technology25, 32 (2023) https://doi.org/10.1007/s10676-023-09703-z.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Ethics and Information Technology25, 32 (2023) https://doi.org/10.1007/s10676-023-09703-z

Reference 7

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no resolver link, observed 2026-08-06T23:27:05.094198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:05.094198Z digest=sha256:0eece9cbf3035f5f7f3b687a32abd17719716fe8ce565e78bc3bd382bed18d78

Observation b55b7a56-3798-42f9-b8b9-a98e95d4979d · outbound

This paper cites In: Proceedings of the 31st International Conference on Neural Information Processing Systems.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the 31st International Conference on Neural Information Processing Systems

Reference 8

Resolution
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no resolver link, observed 2026-08-06T23:27:05.170145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:05.170145Z digest=sha256:d68c02a8afb6f23b24b675bdb14d018bff059cfcc07aa69e04ef69420664e57e

Observation eb0d7b81-00e3-400d-8b59-382bcffb95cf · outbound

This paper cites Nature323(6088), 533–536 (1986).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Nature323(6088), 533–536 (1986)

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:05.254203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:05.254203Z digest=sha256:01070212d6d52fb7ec65d2c0fc05d2c7f3ee750e1479e10dd1e6e5eaf2853122

Observation 7f016be1-d035-4836-88c7-ecbebdce74d9 · outbound

This paper cites In: Advances in Neural Information Processing 37 Systems (NeurIPS), vol.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Advances in Neural Information Processing 37 Systems (NeurIPS), vol

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:17.309534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:05.322020Z digest=sha256:56391bede5bacc096658aac2576b2d0131c393b2c765d595dc76423cee859940

Observation d495d940-a0be-4bb0-af64-28d48ffe5877 · outbound

This paper cites In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:17.176799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:05.397359Z digest=sha256:8f3a6d5365a3f29b6cd7b092eac954930f60bb21893ea0cf49fe400839a91a94

Observation 6d1709f9-2b6e-4c2f-b12e-034b6810d91e · outbound

This paper cites Journal of the Royal Statistical Society: Series A (General)135(3), 370–384 (1972).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Journal of the Royal Statistical Society: Series A (General)135(3), 370–384 (1972)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:17.035046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:05.478081Z digest=sha256:8f87883dbd95a1ce2fdfd7e2b5df1c702298bc9946925d98467ec63bd5be4cb0

Observation 2ba8a8cf-faf4-4941-b308-0cfc0ba35846 · outbound

This paper cites In: Proceedings of the Casualty Actuarial Society, vol.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the Casualty Actuarial Society, vol

Reference 13

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unresolved
no resolver link, observed 2026-08-06T23:27:05.555840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:05.555840Z digest=sha256:948c51627f18ef7b4ca9b670e8a74334f2877a5de1b33ea304c3f68a13cb2f19

Observation 88dd20b2-f789-4023-be1c-de7444c1b13b · outbound

This paper cites CAS Forum1, 179–213 (2003).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT CAS Forum1, 179–213 (2003)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:16.868763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:05.637160Z digest=sha256:a6216252a0d458b67ce5179271b3693c49e295253cc8622c332e8eb50bb52d2d

Observation c601e31c-ce24-42fc-97dc-305ff6d24574 · outbound

This paper cites This paper has been integrated into SSRN Manuscript 3822407 (2019).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT This paper has been integrated into SSRN Manuscript 3822407 (2019)

Reference 15

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unresolved
no resolver link, observed 2026-08-06T23:27:05.700969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:05.700969Z digest=sha256:946476a9f8028097abf8a3c623299bf4bfe6b39ddff308b3c155ad36f4249751

Observation ed971957-5310-4400-beb3-3f6a7bac155e · outbound

This paper cites LIDAM Reprints ISBA 2020035, Universit´ e catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA) (Sep 2020).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT LIDAM Reprints ISBA 2020035, Universit´ e catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA) (Sep 2020)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:16.601856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:05.776770Z digest=sha256:fc60923462e8eb246e73f8cd110cacc3369fb6843aeb6a2d508f083e1af8b368

Observation c9adad37-103b-4ce8-89f0-be34d34d74dd · outbound

This paper cites North American Actuarial Journal25(2), 255–285 (2021).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT North American Actuarial Journal25(2), 255–285 (2021)

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:16.256650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:05.886568Z digest=sha256:dcb79a0ec07770bf87d41e536fac70a41caa92fb12d9f10988b4c67ac2489f40

Observation cd084fd5-4bb6-4d2f-9a66-0b175eee4131 · outbound

This paper cites Research Paper Series 16–68, Swiss Finance Institute, Geneva, Switzerland (June 2023).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Research Paper Series 16–68, Swiss Finance Institute, Geneva, Switzerland (June 2023)

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:05.926540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:05.926540Z digest=sha256:df0d97324c12b080df15f2d0fe23016e3f627797842bfd19e33e8a1954c51b58

Observation b825c47a-00f4-4dee-a607-a3bc55c773fd · outbound

This paper cites European Actuarial Journal15(2), 345–379 (2025) https://doi.org/10.1007/ s13385-025-00413-y.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT European Actuarial Journal15(2), 345–379 (2025) https://doi.org/10.1007/ s13385-025-00413-y

Reference 19

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T23:27:16.054035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.028646Z digest=sha256:d0ef08d8401a8583eeb5b7f5853d79825d205cfd05ba02e07368f1d6ed7cbde8

Observation fe0425ea-e60b-4614-88f5-fd35615345cb · outbound

This paper cites Mitteilungen der Deutschen Aktuarvereinigung e.V.·Sonderausgabe zur DA V/DGVFM Jahrestagung 2024.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Mitteilungen der Deutschen Aktuarvereinigung e.V.·Sonderausgabe zur DA V/DGVFM Jahrestagung 2024

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:15.834346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.095859Z digest=sha256:0637f5eaf3b568ec9515dd5f13212f5d19e2c53451e943e1fe5a14c359fcb23e

Observation 4b815ec9-dca8-4516-a3ab-6a4628fede9b · outbound

This paper cites OpenAI Technical Report (2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT OpenAI Technical Report (2024)

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:15.642870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 6d997fa7-356f-4dae-b4a8-4cf5490b091a · outbound

This paper cites IEEE/ACM Trans.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT IEEE/ACM Trans

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:15.460403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.260523Z digest=sha256:b453f11e5ce9b9d21347cb0650cdb0266823ce6943c3da1b7ba08debd5bf3de1

Observation 13e78445-31ef-4548-a9f2-976bab7588f5 · outbound

This paper cites Nature Biotechnology43(2), 166–169 (2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Nature Biotechnology43(2), 166–169 (2025)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:15.307293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.301474Z digest=sha256:e2114f2e1607a4ce3f6b4170539297fc235a9a8a5e065fe75583fcb4154b07f6

Observation 2bc07677-5ab0-45fd-9694-e0e38318fc2c · outbound

This paper cites Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications

Reference 24

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no resolver link, observed 2026-08-06T23:27:06.379063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:06.379063Z digest=sha256:1c4b4e6826b29ff0e2a86d72f7db0d96033fabef8ad46f2a5e2cab8ef455b815

Observation 4df4fa43-47c6-4d59-a3ce-413506143bd9 · outbound

This paper cites an unresolved cited work.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Unresolved cited work

Reference 25

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unresolved
raw_fallback, observed 2026-08-06T23:27:15.180656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 422483f3-d8a9-4324-bdf0-94e522968064 · outbound

This paper cites Variance16(2) (2023).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Variance16(2) (2023)

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:14.984776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.529961Z digest=sha256:cc4930ceeb1954a2732b3b7ea8ad4e0b24235b0f06302fd175c0693b43ed30de

Observation e57685c8-eb68-43cf-acf5-3a49f2a85ee8 · outbound

This paper cites https://ssrn.com/ abstract=4758296.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT https://ssrn.com/ abstract=4758296

Reference 27

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no resolver link, observed 2026-08-06T23:27:06.620073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:06.620073Z digest=sha256:637ea4833c24b19ae8b4c53ab08852fa1d5371aa117e8adf5e13a32db50ef26c

Observation f32fa90a-b618-4ea9-b7ec-f956dc0738a3 · outbound

This paper cites https://arxiv.org/abs/2304.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT https://arxiv.org/abs/2304

Reference 28

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unresolved
no resolver link, observed 2026-08-06T23:27:06.674347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:06.674347Z digest=sha256:7dda0bf08392e1f984b9d268ad0f0e8e249ecb4117c3f562ec8a40c4fb9bfbd1

Observation de6b8510-03b5-45c5-bd44-289c1317f702 · outbound

This paper cites The World of Generative AI: Deepfakes and Large Language Models.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT The World of Generative AI: Deepfakes and Large Language Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:06.739493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:06.739493Z digest=sha256:f493469dd77bf6e59488fcc21630d3c203c4587317ac8e32c7c73640c8ce7afe

Observation 94b81da5-e310-4448-9c21-5c5e84b80e4c · outbound

This paper cites Data & Policy4, 17 (2022) https://doi.org/10.1017/dap.2022.10.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Data & Policy4, 17 (2022) https://doi.org/10.1017/dap.2022.10

Reference 30

Resolution
verified exact
doi, observed 2026-08-06T23:27:09.688068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.810938Z digest=sha256:3a88faa062ebf10411784229c6e583b035fb7b48fcc3ff84c616c3e012c0ca15

Observation acb7240e-808c-4104-8d14-777236eecaf9 · outbound

This paper cites Technical report, The Geneva Association (October 2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical report, The Geneva Association (October 2025)

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:14.810623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.892281Z digest=sha256:ba6c19c36ececfca5487b6c2e93288daedf9f9554bdd8d6e8aa5fa151737e386

Observation 76f76455-3e57-483f-a4b9-57116c511e27 · outbound

This paper cites Technical report, Swiss Re, Zurich (2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical report, Swiss Re, Zurich (2025)

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:14.643737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:06.929345Z digest=sha256:3df4abb00dd9f390d47f600fe01fe242ee63c55ef75adba7ee03d880362d88a7

Observation 95496c68-7f78-46bb-9f4d-41fadbbfca85 · outbound

This paper cites Safety Science167, 106244 (2023) https://doi.org/10.1016/ j.ssci.2023.106244.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Safety Science167, 106244 (2023) https://doi.org/10.1016/ j.ssci.2023.106244

Reference 33

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T23:27:10.224031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:07.016085Z digest=sha256:89bfef23b8ce532147e671665b06c27ce418ac04d7b62caae3466991d4b291d7

Observation 7832811b-1212-4365-a224-1f49e533dd9e · outbound

This paper cites ASTIN Bulletin50(1), 1–24 (2020) https://doi.org/10.1017/asb.2019.28.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT ASTIN Bulletin50(1), 1–24 (2020) https://doi.org/10.1017/asb.2019.28

Reference 34

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source=pdf_text observed=2026-08-06T23:27:07.110429Z digest=sha256:f21764d808af90461e57c91bcc1eba27600ded439abe4710bbfe499c6df68186

Observation c6c8db08-576e-44b0-a817-81623509057f · outbound

This paper cites Insurance: Mathematics and Economics107, 57–67 (2022) https://doi.org/10.1016/j.insmatheco.2022.07.013.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Insurance: Mathematics and Economics107, 57–67 (2022) https://doi.org/10.1016/j.insmatheco.2022.07.013

Reference 35

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source=pdf_text observed=2026-08-06T23:27:07.211126Z digest=sha256:36378d97b964b939cd57ae9eed5f83867a0a84b17ba1320e72ee067eb52e8c2e

Observation 08c07e9e-4c74-4c8a-a498-006e22b296ae · outbound

This paper cites Machine Learning 52(3), 239–281 (2003).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Machine Learning 52(3), 239–281 (2003)

Reference 36

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raw_fallback, observed 2026-08-06T23:27:14.510123Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:07.292326Z digest=sha256:20da2120508d0aafeb534df30906844013420780c966fc5c5c059da544975f08

Observation 49815453-c28f-487a-8392-8110ce06d70d · outbound

This paper cites In: Advances in Neural Information Processing Systems 33 (NeurIPS 2020), pp.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Advances in Neural Information Processing Systems 33 (NeurIPS 2020), pp

Reference 37

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source=pdf_text observed=2026-08-06T23:27:07.358063Z digest=sha256:d7631d5d6c7ad42c67d5ed3585c7763899bd814da92fad21e29bf26844771e27

Observation 66142d5a-31b3-49a5-b7f9-eed1a1267334 · outbound

This paper cites FinanceBench: A New Benchmark for Financial Question Answering.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT FinanceBench: A New Benchmark for Financial Question Answering

Reference 38

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source=pdf_text observed=2026-08-06T23:27:07.441304Z digest=sha256:b2fdee8325058ec6fe37220b21032f355ffc42dd05c6e54775646eea438b84fc

Observation 1da25c73-ce1d-46cf-a330-245046cf835b · outbound

This paper cites Packt Publishing, Birmingham, UK (2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Packt Publishing, Birmingham, UK (2025)

Reference 39

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raw_fallback, observed 2026-08-06T23:27:14.281953Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:07.532610Z digest=sha256:08abb24b2dab58ff0796c7001642d148a8aa1f4b6dfa70a7e6e4f7827bf5de0e

Observation 47f95b50-ed25-4a53-bdd6-bfa9a36f086e · outbound

This paper cites https://arxiv.org/abs/2404.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT https://arxiv.org/abs/2404

Reference 40

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source=pdf_text observed=2026-08-06T23:27:07.622889Z digest=sha256:b161c46b897905864bba8571d389fbddeabffc471e69a89203b003ec61ff8963

Observation 196bf98b-3cc8-41ca-8702-4ee9740468f9 · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 41

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source=pdf_text observed=2026-08-06T23:27:07.690574Z digest=sha256:b2dec81ce34999350a50775c87bea1059a3cc2052bfa779f28c2e866f87ae858

Observation 7cb234de-d2e3-4fa4-b5bf-1e691ea09923 · outbound

This paper cites In: Proceedings of the 19th Conference of the Euro- pean Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), pp.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the 19th Conference of the Euro- pean Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), pp

Reference 42

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source=pdf_text observed=2026-08-06T23:27:07.770408Z digest=sha256:56c7654d4124f8edf1ea01eea66d0cb1f8c2d89e6bc602fe0b051d83c1aa194d

Observation 860e0652-d024-4966-9230-e9fca3b79f7e · outbound

This paper cites ACM Transactions on Information Systems43(2), 42 (2025) https://doi.org/10.1145/3703155 40.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT ACM Transactions on Information Systems43(2), 42 (2025) https://doi.org/10.1145/3703155 40

Reference 43

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source=pdf_text observed=2026-08-06T23:27:07.898698Z digest=sha256:31d37b03c30e380f88008a1c564a629663474f20b509197bfcef1269f20441fb

Observation 9fea7351-69f1-47fe-b865-79eaa5dc3eae · outbound

This paper cites Machine Learning with Applications9, 100332 (2022).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Machine Learning with Applications9, 100332 (2022)

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-06T23:27:14.077362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:07.971274Z digest=sha256:2fb2dfac138fd902514e43ff09f22482579bf3d1678c7f169ba0ed88c6574471

Observation 77972ed3-09ce-4b71-89fd-1b490f9db6e9 · outbound

This paper cites Applied Sciences14(20), 9560 (2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Applied Sciences14(20), 9560 (2024)

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:13.879674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.052709Z digest=sha256:35161753f50a50532009de6293460029cbb9f6e773b40e1d83634ce6a477ae61

Observation d6669bc4-73cf-49cc-95cd-fcf4d58a4365 · outbound

This paper cites WIREs Data Mining and Knowledge Discovery15(2), 70027 (2025) https://doi.org/10.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT WIREs Data Mining and Knowledge Discovery15(2), 70027 (2025) https://doi.org/10

Reference 46

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raw_fallback, observed 2026-08-06T23:27:13.660295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.137028Z digest=sha256:9df9f389a02d5d6126b0356e35531b1203daf245142b62151c0256c46f8ca19a

Observation 5c8c18ff-78b2-4bce-a6d0-eb1ead5d5e42 · outbound

This paper cites INS-MMBench: A Comprehensive Benchmark for Evaluating LVLMs' Performance in Insurance.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT INS-MMBench: A Comprehensive Benchmark for Evaluating LVLMs' Performance in Insurance

Reference 47

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source=pdf_text observed=2026-08-06T23:27:08.232468Z digest=sha256:27978318d47a05ce300c4d385e701a984b5ad2351673105c525ac808b596e059

Observation 00167de9-d1a0-4fc8-82c2-e2893fb28e1f · outbound

This paper cites Vicinagearth1(1), 9 (2024) https://doi.org/10.1007/s44336-024-00009-2.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Vicinagearth1(1), 9 (2024) https://doi.org/10.1007/s44336-024-00009-2

Reference 48

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source=pdf_text observed=2026-08-06T23:27:08.301072Z digest=sha256:c1b54fcb16627e36abfb03e78d48ab695ea6490879443e52ba21a0e4ffc13fd0

Observation d21e89c4-7db1-4afc-8714-c4bf86328fcc · outbound

This paper cites ACM Trans- actions on Software Engineering and Methodology (2026) https://doi.org/10.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT ACM Trans- actions on Software Engineering and Methodology (2026) https://doi.org/10

Reference 49

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raw_fallback, observed 2026-08-06T23:27:13.370198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.374555Z digest=sha256:e9c2ebe6f4874c7fa4bef14f0c1a050556a83d7a75db75ced2a8819c2a739aab

Observation 6d97dab9-30a2-4678-a84f-f4bcdaa4fec5 · outbound

This paper cites In: Proceedings of the Conference on Language Modeling (COLM 2024) (2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the Conference on Language Modeling (COLM 2024) (2024)

Reference 50

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raw_fallback, observed 2026-08-06T23:27:13.125280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.412425Z digest=sha256:a7ffaa8987f2055e88671862858d09c60a210575408ebaa0b0fa878d9f557b8e

Observation b639bae3-8b75-4944-99b1-2b86ed4a41b3 · outbound

This paper cites In: Proceedings of the Twelfth International Conference on Learning Representations (ICLR 2024) (2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the Twelfth International Conference on Learning Representations (ICLR 2024) (2024)

Reference 51

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raw_fallback, observed 2026-08-06T23:27:12.815732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.458949Z digest=sha256:bf9501487a7d352b2444a7425987e8b6a5539ed278c68f21a77911253a156723

Observation 50695b69-b473-4ba8-97a7-dedd142e7a4b · outbound

This paper cites In: Proceedings of the Twelfth International Conference on Learning Representations (ICLR 2024) (2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the Twelfth International Conference on Learning Representations (ICLR 2024) (2024)

Reference 52

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raw_fallback, observed 2026-08-06T23:27:12.484766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.554076Z digest=sha256:674b2862da4f1964da764e351e8bb1dea11a9048d58d250c2417ce44644dc1b7

Observation fa73fa1a-7cbb-4c17-8208-c8a0ebb67cb1 · outbound

This paper cites ASTIN Bulletin23(2), 213–225 (1993).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT ASTIN Bulletin23(2), 213–225 (1993)

Reference 53

Resolution
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raw_fallback, observed 2026-08-06T23:27:12.188602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.624005Z digest=sha256:e8ce7e71a5659d51c943258d79c4d8433557d2adefc81a042ebc2ea211e31c37

Observation 07df37df-3fc7-4639-81ff-f97bd4b0d2f9 · outbound

This paper cites British Actuarial Journal8(3), 443–518 (2002) 41.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT British Actuarial Journal8(3), 443–518 (2002) 41

Reference 54

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raw_fallback, observed 2026-08-06T23:27:11.932803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.717995Z digest=sha256:126f4c958f83876b5ea1564d39809ada6fec0daf867c8cfaeae917834dba1451

Observation 5d9f1a84-f3db-4e3d-a9e9-7d44e362198c · outbound

This paper cites Technical report, OW ASP (2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical report, OW ASP (2025)

Reference 55

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raw_fallback, observed 2026-08-06T23:27:11.709806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.783744Z digest=sha256:1cd876aae359faad42eb6b84e8c775f51a2a1f27d241f97b1b99c911213fda90

Observation e7db9d9b-81b4-45b9-9b27-eb4bbbbb0eca · outbound

This paper cites Frontiers in Artificial Intelligence8, 1568266 (2025) https://doi.org/10.3389/frai.2025.1568266.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Frontiers in Artificial Intelligence8, 1568266 (2025) https://doi.org/10.3389/frai.2025.1568266

Reference 56

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metadata mismatch
raw_fallback, observed 2026-08-06T23:27:09.965618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.848258Z digest=sha256:920260aa4bf064e52ad4cda54a87eac210b8ec8d15dd7ec88c213dc5433eaff7

Observation 2f75f843-fdf9-45f5-a377-4b61f10aa618 · outbound

This paper cites Science381(6654), 187–192 (2023) https://doi.org/ 10.1126/science.adh2586.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Science381(6654), 187–192 (2023) https://doi.org/ 10.1126/science.adh2586

Reference 57

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no resolver link, observed 2026-08-06T23:27:08.912157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:08.912157Z digest=sha256:9f474619f3876ea1494e7aca9df1c2f51c1764f3e14ec68b87276c51a4bf49c9

Observation 2ff73678-3563-4b5a-9816-ca4ed45f2602 · outbound

This paper cites Official Journal of the European Union, L series (2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Official Journal of the European Union, L series (2024)

Reference 58

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verified fuzzy
raw_fallback, observed 2026-08-06T23:27:11.481468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:08.962960Z digest=sha256:f57babc04c12a11acecceaf5d5abec10f97a8b591fb97645900d261c615b14fb

Observation 793b6e78-71a7-4391-a8a1-be9b3be43f1d · outbound

This paper cites Technical report, EIOPA (2021).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical report, EIOPA (2021)

Reference 59

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verified fuzzy
raw_fallback, observed 2026-08-06T23:27:11.217673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:09.017367Z digest=sha256:009ee0139a7d62c7f6ecc51d4e9d9098e21e0a29bea7f49cd2adccd9204a602d

Observation 9d66ecc1-cb80-4318-a42f-e8f746e5f34b · outbound

This paper cites Technical Report NIST AI 100-1, U.S.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical Report NIST AI 100-1, U.S

Reference 60

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raw_fallback, observed 2026-08-06T23:27:11.032932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:09.079596Z digest=sha256:bd49b1f36549429741b5cc3e9bef0bd8ccae9e57e60a98d89e55e816520ed798

Observation f7e12564-5838-43cd-9988-e3f260fd386e · outbound

This paper cites Technical Report NIST AI 600-1, U.S.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical Report NIST AI 600-1, U.S

Reference 61

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no resolver link, observed 2026-08-06T23:27:09.144979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:09.144979Z digest=sha256:3bb41dda63fb87a05f36a8fbb2c16d034a8dffb2413534198a57545ae2ae4e5b

Observation f3daefe6-5deb-4611-ae14-2886043b09b0 · outbound

This paper cites Harvard Data Science Review 7(3) (2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Harvard Data Science Review 7(3) (2025)

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:10.805895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:09.191698Z digest=sha256:60b2fd86ea8e9e46e0b7d34eb95e4554f5a01acac51a2081697d1ad2e75e8501

Observation dc7609f9-b199-4d12-847c-3987b01978bb · outbound

This paper cites In: Proceedings of the 33rd USENIX Security Symposium (USENIX Security ’24), pp.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT In: Proceedings of the 33rd USENIX Security Symposium (USENIX Security ’24), pp

Reference 63

Resolution
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raw_fallback, observed 2026-08-06T23:27:10.656835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:09.272825Z digest=sha256:17b5b3dc1acf5ef3145a83f9d7afa7c879b5c31ede2a9a73b0cbd25df2f51c0a

Observation 0196d3a9-c49b-4787-b93e-62351fdb4e8b · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT On the Opportunities and Risks of Foundation Models

Reference 64

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no resolver link, observed 2026-08-06T23:27:09.325002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:09.325002Z digest=sha256:77fec8aada9b16348c00917a3dbfaf0f7d3ad9e8846cb0e7aadd0f14941f76a1

Observation cfa1c674-1671-4385-b9a4-6485f3dcd920 · outbound

This paper cites Technical report, International Actuarial Association (2025).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical report, International Actuarial Association (2025)

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:10.503200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:09.380490Z digest=sha256:c8d2176ce68fb9157d0f75782dcad0c5b515a62c7910969e227c72d3560075b2

Observation 1c76c761-0609-48ae-85b6-0d035ed80eaa · outbound

This paper cites Technical report, American Academy of Actuaries, Washington, DC (2024).

Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT Technical report, American Academy of Actuaries, Washington, DC (2024)

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:27:10.372751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T23:27:09.449060Z digest=sha256:d5a4dcec2a55153530b4dc1a613d146339a1c12c7967548afd7d4d0209b9fa34

Pith citing papers

Observation ea72424a-2253-45f4-ad4e-5ffb6a1884a0 · inbound

Agentic AI and Retrieval-Augmented Models in Straight-Through Underwriting cites this paper.

Agentic AI and Retrieval-Augmented Models in Straight-Through Underwriting Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT

Reference 48

Resolution
verified exact
local_arxiv, observed 2026-07-10T16:37:23.003255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-07-10T16:34:36.568244Z digest=sha256:83d2457a75bb85b381f9fc816f44a39fe6f636142d9ceacabfaa109a9e432b69

Observation 2ebcf679-b5cc-4e6a-ba0c-94a0ae7b2065 · inbound

Runtime Uncertainty Monitoring for LLM-Based Multi-Agent Systems Using Bayesian Networks cites this paper.

Runtime Uncertainty Monitoring for LLM-Based Multi-Agent Systems Using Bayesian Networks Advanced Applications of Generative AI in Actuarial Science: Case Studies Beyond ChatGPT

Reference 5

Resolution
unresolved
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