Pith. sign in

Paper Citation Record · LEDGER

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

As of 22 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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:04.561578Z digest=sha256:1e545fa1fe559cff062e9b8f8d7e236f3c7d10f540d9a923b1f8607fbadfd27a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:04.656809Z digest=sha256:6300d95191e914bf5a89fb5309bc030d6fda143d87b2d5e975e102b4bc021580

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=sha256:4421b7177333aef5587df9e14783ca035184d09f34912a6a6f678f4c4fcd39b6

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

Resolution
unresolved
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=sha256:28d3da3da3427b945fa360fa79b8625dcb5d401b12770b89dc910952ae7c8344

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:04.939845Z digest=sha256:567bb12cda0ed9e32e576fd6101955417b870ad5da5e950bb2d2d209b0ab343b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:05.020291Z digest=sha256:e569e51034fecdc88eb4c008d808aebe93a8db1176cd4bb14449c7399d9b6851

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
unresolved
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=sha256:598f552ff820ed8b43318f79824359c17f4f0aa1df7aa8801fe23f887d015236

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
unresolved
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:bb49a5914d817fdb44bd5fe00749f4cc4c337192d09a537f82421e7a820448ad

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:f8e3090ad0f6cda288aa9a8571ff55723b13813af8fb5b99ad0a573ca3a4419f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:05.322020Z digest=sha256:894c692c280b410e4e38d817b7b767747851294fd95ca1c67040c0c850b66b5e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:05.397359Z digest=sha256:96d9ad4a829f7b8d5711551718a8bbc24480a67a5b5ec0cb8486902c0de5fd94

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:05.478081Z digest=sha256:8cc91b98ec85fad3496ff454efc3e5b2973a14968f75fcc5c779722fd981b255

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:b8dc77a396bdcda6afec2ec54e098e89598003ad4806795a9fe63a862ddf2002

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:05.637160Z digest=sha256:0d68095bca36fc68ccdcbe91bfc921d2c5ac47d755621309b43072ba379b2923

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

Resolution
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:c87748a967ffe4bf520c30625cbaf19eb57ee672941d6bcf69ae95190cd581fd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:05.776770Z digest=sha256:b39b8f5a6f4dbfb8e7dd77cb11e018ad04095ca7b6da54b4628cf5bfc0215224

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:05.886568Z digest=sha256:e392b787bebf39c4586261fd18bd8c9706b106270d29ca6431f90e95732b067c

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=sha256:8af7cd3158b8843e71aa38317a52093f7012b93408e02445d86c9d900e31833f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.028646Z digest=sha256:0fdef6531e5a409a84642b564f452a4181dcbe1d188ab0d91868c730f43ddaec

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.095859Z digest=sha256:6ebe20cc72a4faff07d12d1610b11c99b896343de9a48221c72cf5cb79afd80b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.148444Z digest=sha256:c1054659133fb41a2d14938d9eaf5c4b26fe71432716c655a78b458b558dc355

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.260523Z digest=sha256:008e9abb7a87554cd425dc042557c0cdab9ca43ec7387813e41390b1cf57d929

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.301474Z digest=sha256:e6ad90b15e82bf99a075bfdc5901555e21a5e49e2b71ec2882359ff9cf7cf07f

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

Resolution
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:b2395db2b848e152a43295a91eac33935cbefb39538a92cddf307b5273ad111b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.454944Z digest=sha256:72a59e587108f4aeb24e70f5b75cf73e241f85c6849f9b34c8f68032e9f388ae

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.529961Z digest=sha256:8f40524ed8f451ad2397c24b083113eb813a15aa9ca6eb403c9d2d8171944eb3

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

Resolution
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=sha256:1ecf864bb3c5c485f3ad88cf710285e24a2ca978b40f25f3af5f12e4c3e4c391

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=sha256:1c86e4d8956dd45846699d1e52503ef28fcc1026d433b27f6045555125c44fd8

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:c2e70aaa2d1b40600f2f43fd677d290267ff12e8c215b21e62b8883ea18e18ef

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.810938Z digest=sha256:d3e1b0d0b212e4922c644bcf4823e63b54f3c3620e25c598fbb6ad838c6818d4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.892281Z digest=sha256:aa9c7f044ff6f6885bb20ad9dc2d18bf8a13d8cf2a05f0e454fe8e49e0e9d065

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:06.929345Z digest=sha256:fef1581d9090419707090acb6282bc3668a15b509d6e613ed39190b60928b7cd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:07.016085Z digest=sha256:786ae727f3027cbf2f8fc98f541771a7db0ab9fd505e70a66d5dcf3ed40cefa4

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.110429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.110429Z digest=sha256:7778003ae0046822cf5701a4a141ac533973df000d0799453a9608a3ac1795b2

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.211126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.211126Z digest=sha256:0ceca010c27bf0e43701a464829f3c3d5ee93b48b8464d3238337a5b6cf98919

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:07.292326Z digest=sha256:59ceae9d00ce0e3267c1b59bc845e8198452f93db21dd180be9d0a6377448032

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.358063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.358063Z digest=sha256:c5a6b9da98fc5644f867782ad54a90156dfb1db09e44d2cca814016c93cb59a6

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.441304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.441304Z digest=sha256:fa93c249743548b0b1055888d309b28f813445e4219ea72dc52047460b39d639

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:07.532610Z digest=sha256:68411e73e95e7f379e5c61eadd2e1511db4d8ac1886784f13cea65e6413f2c32

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.622889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.622889Z digest=sha256:38fef89d06e306e998d17c889a7c0a1aa757b46d7d5b78887078fdfc8da88c32

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.690574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.690574Z digest=sha256:16b6255ff1becdf95115c4b6f92bc9dad6bd762a29f9b35be6722fdc6795ad83

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.770408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.770408Z digest=sha256:67af2cf7adbafad35ecba8abdcf79007209266ccafa6d9c1c6336c09f414afe3

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:07.898698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:07.898698Z digest=sha256:55e7a06eea38d672243c878f9aa24a822d507e17f7a3ed59bb4f850ea8929b7a

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:07.971274Z digest=sha256:c57dd0435c88194937472d01848db4bb66916272bdabda193574026f099c3629

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.052709Z digest=sha256:9671f953f89cab527478eb1097129b1f8a63146342d4995f093a83ad59611579

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.137028Z digest=sha256:615deb6be8371c4feecd83410a6d14f1a51c7d771962c2b8bd92fda4703581cd

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:08.232468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:08.232468Z digest=sha256:98bcdf06a2df15c74640c28ad3d61fe98541875122f3054990217ce6de261304

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

Resolution
unresolved
no resolver link, observed 2026-08-06T23:27:08.301072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:27:08.301072Z digest=sha256:763f524eb6a9dd6f02ac5880934898b16519d3822777245902c4d9808fa932fe

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.374555Z digest=sha256:24220c49ea133dba0d12bbc35ffa165eddc662d4c8bec9e1256169d3da1b1ffe

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.412425Z digest=sha256:a05110f480dc793eae2ff852b23cf116ca85414c358cbfcde824155a2e8cb71e

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
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.458949Z digest=sha256:83fb43d0a4ce94c336f228e4f9a27ba74159a2bc43a59f9271662bc1ef868286

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.554076Z digest=sha256:e4743369e972aeab5a81eaea7ecfdcfdd18ab945909ffe742cb2fe838ec0d64b

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
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.624005Z digest=sha256:6b4818875d9f26aedd4b2abdde5bafa8ed5988f371eacb32bd3fa71b02ab8ca9

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.717995Z digest=sha256:cc663f9da6d3e38dbedf91dc4a7dbba5ee877b378af00944f0d86a483154b4d9

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
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.783744Z digest=sha256:3c0fd2c44f44a139dfb61f44b4673485381f10d4eef52f61698482733c294676

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.848258Z digest=sha256:f555e62b0571b9970dd6cf15a8d2dbeb5945d47a76a157b35d2138993f13e7d0

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

Resolution
unresolved
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=sha256:87009d1775dba6b1b90cdc2f589d83f42bd9c5f8c0bc6913634a62ad705e658e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:08.962960Z digest=sha256:9faf428a0894f34a07e1e579503d1b78dd6b81d903e603e94cf53f0456d5fb0c

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:09.017367Z digest=sha256:c08ae333b325dc947407e6b54559c7cf206e8cafe3ecba11420388031570a99c

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:09.079596Z digest=sha256:9fe64cc1782a2ba18166756b9f42b9bc554c0b0fbd805d4fa7a647fff9b8eeae

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:b7bd418d0f305284a9f33ad7065968b9b7fffcbb31d9944535aac8cd2faea27b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:09.191698Z digest=sha256:58b374c05d4e61ffe997fdbc5e8bd71fb30486c43288d6d73dbe763c0b262889

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:09.272825Z digest=sha256:9c246088909cdf9bdbdacfda9175c047c07024548a24e80a6363a490feb92904

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

Resolution
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=sha256:692401708dd933af388c10f5a003c16742c382141e66c7601b433669c34fa681

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:09.380490Z digest=sha256:dbb38bc6535ec0415687fbacf5ecb95e0d6a60c87d5ddd3a6063ab7305c4db33

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:27:09.449060Z digest=sha256:892ca30da35847837e835369cdaa53d15ba2d11b5caef5b47b9b25a874b480ee

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-07-10T16:34:36.568244Z digest=sha256:7d21b5b9240e603b66edecf6f9e3c6c914a0600eeea9050bad8c84410deeff7c

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
no resolver link, observed 2026-08-01T01:16:45.791429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T01:16:45.791429Z digest=sha256:99894699d04ae4818d2fc40c93f603825fa4fa704bb1b3b515ba9f9053100325