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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:04.656809Z digest=sha256:5f1209cf772d9628981c8ab07ab57b36336ff7224183a38a5c23b3637cf57068

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:bfeeb1405966a190af6c1cc86d873535054c8af7b312279f464e251170343903

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:f6aae7fc90237cdd2ad71977d103f19d73bc7855bf3b4e645be53f9aee87c6b2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:04.939845Z digest=sha256:70b88f5f65a9c074e088eb704f56859c29e8231c559164182651b48fd1f62a85

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:05.020291Z digest=sha256:f1389a5fc276ab1c29e63c87ef77f7dd79b982573ba14714c67475246fec0168

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

Resolution
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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=sha256:0ad3aeab1acffcfa5aae0445e7ba339726040dcfa7442f83e060c720767f3dad

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:f8434373b0554fbb4769fae4e365d47bfb4d58fb8cdd348453756ed032ee44c7

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=sha256:2f09bec68fc46a4e69a94f3cd637aa6836597d50a26e0fecf8c41e9f19d051b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:05.322020Z digest=sha256:36381794fa3508859a242f862b9fc7ab9528be44a854ba943da8c4d104d7623a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:05.397359Z digest=sha256:bde1c258cd390530e91034e64e7293f53b7ea240cad925110227bebfbff1cf46

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:05.478081Z digest=sha256:a091804c79c0a2f06c7d0df42544c5fba93f15876810adc4d6bf47e9234045a5

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

Resolution
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:fedebffc25b2e2f09dd6ba5d11e70e7698f0c0d295abbf854ee2a38139d4a90e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:05.637160Z digest=sha256:22bba1927ce681081cc9d90e2e3e2e8fb480089c9374d2980ea9703e7c76f693

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:bbf089c4c8196b86f2f8895b9fa240e7d23bf393f2a73e2cb3fc67707008ec11

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:05.776770Z digest=sha256:e8a86d232d021bdf641920c58f093721535b6bed0067fab18b507595be7e6720

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:05.886568Z digest=sha256:940d82a64d4f2bbf90a1882925a680072b0a74337833c030f1757e5b21db37e9

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:afa3459f16d718917b0f25948f2254d664137285550f6573b0b9d3d63c5722e3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.028646Z digest=sha256:e20a54c7cca68fc7358b0fa229ddf0e971799f980fa63db5a6fdb18e7d7efc71

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.095859Z digest=sha256:4a34bc1a8ad507b4eacb4f7658e5b006274374ed47dac9eea33887d356a5fcfd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.148444Z digest=sha256:0cbf35b9dab7cd6163efe67eebdfbc241e75fd50e22473e235192639684cb576

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.260523Z digest=sha256:9f678244f186629507bb8d229576cc9a3dd9fdd846370f7499e45321ad4f4db1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.301474Z digest=sha256:5b02f446aed8e1e08a053813d442ac212837445504f628fe5574dc99eb61daeb

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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unresolved
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=sha256:3170dc9d2f913b7bd9a8fc097dba13854636ba53c5501aa4462da8fe08e16f65

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

Resolution
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.529961Z digest=sha256:0b18fa639f4baa25c077bae0206c02dbeef88e3b879972ab01979fc413c89bbb

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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unresolved
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=sha256:053458a7ebb2e49130a055d73d5efe56a5c24e988f4edbc3bafc72798f1ec04c

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

Resolution
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:f3c39647779380fde8203d64b31be9133371908931547f9fbb45cac366d8ffd2

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:d0697689915c8b6a634d35fc2abbad60a66ec3d87445466fd774cb9f27058d75

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.810938Z digest=sha256:f1ba9f3ff47350d98ce111f2e17cff078404bd24e018a8aaebafacfd60454d59

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.892281Z digest=sha256:e3cd04d5ff6b4257abe7ce3a424bec1d3e0d443cee300b042c51310d5b5a710c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:06.929345Z digest=sha256:4915c1319839baecf118226d244bff6281eea2b523d718b83f26cc476edd4851

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:07.016085Z digest=sha256:356e1cd7f0c995c2f4265c10f210904e10868d62fb2661e3310374cab7c72b60

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=sha256:7fc04652ac26d5966e3399269eba00ae9608b3a1918b43253e9b75ed9f342a52

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:e769f4a59bd64b9fe59927a9a35c73aed09c1de97a496b58c7fcf71dd028b397

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

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.

source=pdf_text observed=2026-08-06T23:27:07.292326Z digest=sha256:d96d893d7f264fa06c901171c67a7bf8a6ff41a79514d3835a47e590e84c9d58

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:eba58adbba086b0c6e02658b0cec570d4e82662054cfd7b9975a12fd20ad0568

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=sha256:8be75ed1acaa405f07a151856d65eb3ae3b15015396dd2bef3649bb6ea198867

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

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.

source=pdf_text observed=2026-08-06T23:27:07.532610Z digest=sha256:39616c34dd917cf3132d0df4219eaead233f38825f78ef337a1289f09ba686cc

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=sha256:5da11ec3b4e46ab784692aba75390793c8486e6f32c08fb8da9baf966ce6d0d6

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:e5e299d5b548bccaffe0f68af41b5d7bd4b6fd50848bbeec201be58d1819f013

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-reported events for the cited work

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source=pdf_text observed=2026-08-06T23:27:07.770408Z digest=sha256:0dd7c1b513f1cab67cc6032d5b79e3298971ebe4ca6986e1ae8f2aa824ff1498

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:a14f46c0cdd407f270e98a1c5ff548a6eb39049a698875f15870d691af1e0806

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:07.971274Z digest=sha256:662971bd1e3ead7c3ae130a3224545b3613d725f591ef006601aca4d638cbc18

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.052709Z digest=sha256:f966d64a25f8baf2557f2609dfdb8c36daef4ac5df6a244889ab38bb5e13de7b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.137028Z digest=sha256:2381715d1c7900331f45372b985dacbbcddaf4000efd45a738bcb4cb588e2a68

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:08.232468Z digest=sha256:77e6a343529981c769ac75aecc43667a5abb00fdcb24f8bde09f4fe96a798de3

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-reported events for the cited work

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source=pdf_text observed=2026-08-06T23:27:08.301072Z digest=sha256:6636879f03c98d89cd3b32ea3f6c19ff6e78ee950d170c75e9d45741bec11f3b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.374555Z digest=sha256:2c6aa9f0dcb903106f1fb25869fb3f5cc32f3ace87fde91234abd56439f03a96

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.412425Z digest=sha256:97d7877ebbcd7070cda2592b5786f11fc21b75e746cee3580337e2ac512bb8d3

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

Resolution
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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.458949Z digest=sha256:d30248c3ea28b37f1e409b7144993ef7236680fc164f9d52dd18561e91a531e9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.554076Z digest=sha256:1b2beae8331cf61b5203fc9088ca3d02d750545d2642132542cb7981d77bb3bf

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.624005Z digest=sha256:fdfd5d3664311216f65f8e9008e5d9da3c0911309529c35da9f30f1e8b5aa71b

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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verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.717995Z digest=sha256:c7d7e6d4cb2b1ef5e216af4a6d2ecf552513abe42d4d3b968313f1d85ddfc9ce

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

Resolution
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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.783744Z digest=sha256:6363b4dc1a62d56fbaa74503315f19f5054ad7239024824c6c53a637d3587e84

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.848258Z digest=sha256:30cb2b8ea5daabc8df3769a5c49affceab47ec1d68f05cec7f75254b8a524e42

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:a3688bb04f518f30e05c68fe7234049941858dc2728d6bda372f43cdeac519db

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:08.962960Z digest=sha256:edbaa3d5e45b9b8645dc32d6843954824cd0a07b54cc2482064fe86accfaf668

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:09.017367Z digest=sha256:24314625ea6a639c11ef6ac79700665b318eb0ea4279aeb23aaf9eece507587b

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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malformed identifier
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:09.079596Z digest=sha256:4ce6396276e9c8dd9b8401297a4c190fb3e9ee202d248445992adc8e9a4288ac

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

Resolution
unresolved
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=sha256:16bea96c932d3e6a63c3f70c1fc644082d5beb8e86406d5773ca65d86c032228

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:09.191698Z digest=sha256:91f46043ab0de88cf418370d83a14fd16678ba7030b975d527ace73a4f23f066

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:09.272825Z digest=sha256:79483741b74d381afa66c8742ea95331d65548ad5e42c7d6932d437ba4fa1b1b

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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unresolved
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=sha256:119ff20c616d2e9bb1cc0751248ba709f4f2e598d6780d7dc1bee5554950cf54

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:09.380490Z digest=sha256:f6fd3052e8f9b2932064f0627a2a9c18a0ca876a99d2a14199d061db148ddc37

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:27:09.449060Z digest=sha256:1b3aaf73ef772615c8d23a139b027b97b93dde09fb8b269e9ef1fe44fe2c446a

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-07-10T16:34:36.568244Z digest=sha256:36e248641f18be7e488d704a4ac3d2c4229894ba55c85ded8add3c925d2df649

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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