Pith. sign in

Paper Citation Record · LEDGER

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa

As of 20 August 2026, this Paper Citation Record lists 100 of 100 outbound references and 0 inbound Pith citation observations for arXiv:2508.15110.

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

pith.paper-citation-record.v1
2508.15110 v1

Coverage vector

measured 100 of 100 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:07:24.139944Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 100 outbound references displayed

  • verified exact8
  • verified fuzzy43
  • unresolved49
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2880abbe-c62b-4242-b006-5bf7ff03914f · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.911760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.911760Z digest=sha256:bc89ebc4f2bd6a0eca8e4f27a997d719f94071c9fe793ec0c2f80cf62fa1c09f

Observation c86a8e56-3f2e-49ea-9f08-e2e6aea9dfe1 · outbound

This paper cites Seiranian and A.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Seiranian and A

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.915174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.915174Z digest=sha256:37876be577a6092395248cb4937d61598ddda746a2bdebc44b422aa92c5e6065

Observation 69fa520c-b580-4b78-a580-5a41eb4d5f7c · outbound

This paper cites Adversarial AI in Insurance: Pervasiveness and Resilience.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Adversarial AI in Insurance: Pervasiveness and Resilience

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:07:25.080117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.918587Z digest=sha256:f3c6bd88f6077fa8913bfe931301a82e4250d859dbbcda2ce304aca249d6e1d1

Observation a90a62bc-4b57-4e69-a212-7ed3fb24d88e · outbound

This paper cites 63, 2025.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa 63, 2025

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.921547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.921547Z digest=sha256:31c2f2f8d64bdd63b9308dfdeb7bf0aab34a02ae9c87152c423a0e9927eb5a45

Observation 6db9cb2a-be44-4a01-9040-60ff667f2958 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.924044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.924044Z digest=sha256:b7364a5d4867aa46e7596001810431bcd83f76ebf7733bf212d9a2133dc96dcd

Observation f8e66409-8079-449f-9560-7af80e852b33 · outbound

This paper cites Hochreiter and J.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Hochreiter and J

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.926664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.926664Z digest=sha256:560f8bf1efc5b25a2ad2b91b7c2b72b156d0e2a93f4db27ce87282e450a9bc07

Observation cda31ea9-f9d9-400d-be49-6adf5eb00fca · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.929277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.929277Z digest=sha256:cf3310f925b1405905bb4e79ba6ffacfbfd7602d640e35b89a5d5d59f6cb3884

Observation 476ae00c-c494-481d-b542-79a881c58d26 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.932184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.932184Z digest=sha256:2c27ba1e104cca5f1111063b97c720ae57a87a1cf8a6342c64b2612dbc4832f8

Observation 65ccc415-01e4-4d4c-a616-5aa99d84b533 · outbound

This paper cites Mikolov, M.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Mikolov, M

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.934331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.934331Z digest=sha256:f4bffdd73186184a37298079228cd02d6442b2fd98b8556507c7cd19cf7d8741

Observation 1cc7564a-c99e-4d99-a05f-c10849ae2cba · outbound

This paper cites Brants and A.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Brants and A

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.936423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.936423Z digest=sha256:f39b66f97326403271ea1e9089a3b0ffa9431041170466c889fc1ebc19331d8c

Observation ab7304db-52d1-4603-a9ee-421933abc1ea · outbound

This paper cites Exploring the Limits of Language Modeling.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Exploring the Limits of Language Modeling

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.938675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.938675Z digest=sha256:893937f22ff50ba253e6236b43848c0158a909688cf5e1953d66c0aa649ee065

Observation 8c274e23-98fc-4c95-a5b7-2583582f614e · outbound

This paper cites Vaswani, N.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Vaswani, N

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.941198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.941198Z digest=sha256:1ec9d45d4c1604f0e6759df5354ac4393b88b8887008995465ee538bcd9c9024

Observation 9e3c1e1d-d519-445a-af08-25bb57b89f6f · outbound

This paper cites Universal Language Model Fine-tuning for Text Classification.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Universal Language Model Fine-tuning for Text Classification

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.943333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.943333Z digest=sha256:ceab3fbfd4d3c39c2a313a8db074f2e6d41c86ea0441201598dee60b91c0edd2

Observation 16605f8e-94ad-4aaf-918b-7ef61fd6dce6 · outbound

This paper cites Radford, J.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Radford, J

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.945950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.945950Z digest=sha256:12513a76a7df75fc3c6488fb32d75f76ce608f4777fe3b92d578ee2491f83c2e

Observation f73eaca3-364c-4250-872e-2a62dd9b93d0 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.948773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.948773Z digest=sha256:a65b023412aa60215a5401397f09570dfedb102b667f43ea8d2c36d7a6d374b3

Observation 2f6b5e4d-e5bd-45cd-8657-4a8a343e7c11 · outbound

This paper cites Hendrycks, C.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Hendrycks, C

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.950876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.950876Z digest=sha256:190ea67c06865ab96073f562b8655dd4c9c0b1bf2c440855ec4704f0b91f8c1b

Observation b8c081ef-736f-4e56-a470-2e0ca449abea · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.952850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.952850Z digest=sha256:7d9b832c141dd08468dc7ea706339f910190610f7eaee7172ffb8d29a2487373

Observation cf068bae-047e-409e-afc4-8eea52fb21d3 · outbound

This paper cites Reynolds and K.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Reynolds and K

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.954921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.954921Z digest=sha256:39a49301a263e080100fa9d98e75fd28a4b535984317dd22b3b88c0c8645e7eb

Observation 68caaca8-216f-4bb7-b281-ff65b2bb660b · outbound

This paper cites Touvron, L.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Touvron, L

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.957160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.957160Z digest=sha256:085aa71917458bf678cec4922f2a26c16e225d7f3bb9131f3ab2ca0dee4a0016

Observation 83241f8e-bcbf-4b4c-afc7-06f6416564ef · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.959272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.959272Z digest=sha256:1878e0ae50aa39f806da98d05ee39fbff88f24502ae56bef4e41bcdb8c521afd

Observation 6646196e-22a4-49ea-a10f-fa157b31159d · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.961203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.961203Z digest=sha256:616cdb574b8c5f41437b10a0ae9044677b766d47a6f3b6a76aa4c850ebb128cd

Observation a185834b-97b4-4653-b4f0-d15543388605 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.963197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.963197Z digest=sha256:5faf8efe906a5c474f775806d4f019b67c2ae2768ee761ae1fd5ba5d8e760d90

Observation 3d937e23-7cef-4ade-8725-b4fd0e084dc1 · outbound

This paper cites Learning to summarize from human feedback.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Learning to summarize from human feedback

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.965317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.965317Z digest=sha256:ad112f85c61c682089d779c37fa81ccb04c9b09c8c15c4ce381175ba608b5eb5

Observation 9119b02b-b1f5-4cea-8684-f7bed36a83c5 · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.968138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.968138Z digest=sha256:2d5dabe778a039e2bc55db10c337f2b61c46f3b8bda50ad194b37de4f7151823

Observation b5cd7a2f-997f-4248-82fe-197b5f577d4e · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.970744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.970744Z digest=sha256:15d34beb241058e91efd004cfde8c93ad1a9d992c0340f58e05c37b31f7bf11e

Observation 94358e16-3b58-4562-adda-cfd3c9a14925 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.973261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.973261Z digest=sha256:3ddd9bfd91e665d3548f52bd430ac6be00614ddfe22a5e69b3c39dda74b8a355

Observation a141a050-154c-4d38-8168-cb79be16e1d5 · outbound

This paper cites Huang, D.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Huang, D

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.465725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.975751Z digest=sha256:55cfeb906617a9ce2949c1d26834d0df3613a0b7ce95374c20bad4268e25f18b

Observation 41e96e69-7bc5-4e35-bc87-250a98bcc15b · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa BloombergGPT: A Large Language Model for Finance

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.978080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.978080Z digest=sha256:976d4a301cae753c414a7ce0416102a65f0ff360fd9594d8239c7239a91eaf8e

Observation aa4c0af5-4ce4-4c4a-81e4-e994687f575d · outbound

This paper cites InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:07:25.036188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.980457Z digest=sha256:b033ef92040e7ca520423dafe03300e01c230fb0e7d989099e862d59326586e3

Observation ecd10079-969c-4299-97d8-ce72ae093342 · outbound

This paper cites BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.982706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.982706Z digest=sha256:b7c0f4239c89e82837bf5155181fe39de6a35084db377d78aad17c287ca6130a

Observation fff2e99a-c35c-49a0-bf7e-3ff7dae062ef · outbound

This paper cites LawLLM: Law Large Language Model for the US Legal System.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa LawLLM: Law Large Language Model for the US Legal System

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:07:25.020672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.985055Z digest=sha256:dc357e7ecd6984ef0058c1c9169ab30c5d2a31608ea4cc2e6db33b0623ea7544

Observation cbb83788-dbcf-41db-abc2-b9ceae11b501 · outbound

This paper cites Martin, B.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Martin, B

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.459592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.987373Z digest=sha256:612d21c2037f64aa990f698639ec187274af7259e89acc830a7fc7750c39ee38

Observation cd031267-98a5-4fad-86f7-0a37c755d8b1 · outbound

This paper cites Cañete and J.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Cañete and J

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.453621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.989532Z digest=sha256:c3da08d20747150439fa5218abb9dfa53327638c5ab5167dd2438c91f0ebfd8b

Observation edb65f54-b829-40b1-adac-18ec51cada11 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.447641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.991594Z digest=sha256:45dba16a0b3baa5c24c84ecfde76be08dbea308fe24c7326cd15aaec5462c329

Observation e825aa53-a863-4445-b424-d6f8a48b23f7 · outbound

This paper cites Kossaï, M.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Kossaï, M

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.441329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.994156Z digest=sha256:cfd58001ae607c7aee922fc41cec823d43127a763755336796bbe826b0dd19b4

Observation 4a683172-f375-41c2-806e-1f131178673e · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.434796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.996655Z digest=sha256:f729c3605391b6b532d4f71a3d953c5686bc7c4e466acd22ce2e74d662fdd3ff

Observation 0422431a-32e7-4e98-b1e9-31b44ffa0498 · outbound

This paper cites Liu and B.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Liu and B

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:23.998882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.998882Z digest=sha256:0db8562e854e52e5c3b952657c8006468b8a4b344ed031aff2eeac472d911c21

Observation e372fec2-4dcb-482e-9a79-ebec6bf79c94 · outbound

This paper cites Chase, ``Langchain: A framework for developing applications with large language models,'' https://github.com/hwchase17/langchain, 2023.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Chase, ``Langchain: A framework for developing applications with large language models,'' https://github.com/hwchase17/langchain, 2023

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.428570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.000981Z digest=sha256:dbf0bc6f2b48a14193d8c592b7273ffd417fc53d3abefa28e60659e03d475504

Observation 0deaac9a-6524-4cb8-8d0d-5d0d3124f657 · outbound

This paper cites Kwok et al., ``Llamaindex (gpt index): A data framework for your llm application,'' https://github.com/run-llama/llama_index, 2023.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Kwok et al., ``Llamaindex (gpt index): A data framework for your llm application,'' https://github.com/run-llama/llama_index, 2023

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.421942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.003135Z digest=sha256:6c08e2dead595865aa0e0975b9d2a5b063130aca1b18c77317d4a61414cf0eaf

Observation e7d1c272-4162-4651-9a9b-513fdc1a3170 · outbound

This paper cites Andersen, M.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Andersen, M

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.415311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.005270Z digest=sha256:59d1612fe5a981f967aa190546b6dc11781920801e5e4a83b7d6a37ee5f65422

Observation 6f12ebbb-e4e7-4024-a629-326c621d591b · outbound

This paper cites Salman et al., ``Auto-gpt: Autonomous ai agents powered by gpt-4 and beyond,'' https://github.com/Significant-Gravitas/Auto-GPT, 2023.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Salman et al., ``Auto-gpt: Autonomous ai agents powered by gpt-4 and beyond,'' https://github.com/Significant-Gravitas/Auto-GPT, 2023

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.408688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.007644Z digest=sha256:8a0763bb9e19bf7671d0eeed2b7326cbfd5d20fcc3c3d6307755662e5cfceae5

Observation 9ac2aa09-defa-42a8-b24b-83dc27d368e5 · outbound

This paper cites Huryn, ``The ultimate guide to ai agents for pms,'' The Product Compass Premium newsletter, jun 2025, accessed: 2025-07-03.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Huryn, ``The ultimate guide to ai agents for pms,'' The Product Compass Premium newsletter, jun 2025, accessed: 2025-07-03

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.402143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.009766Z digest=sha256:6e42d6ba8a7aa2b21bbc0b387d54b5dbd17e30ca5c850327d4d680c36726a910

Observation 2d651296-f31a-48b5-a879-adda7a941a1f · outbound

This paper cites McCurry, ``Japanese company replaces office workers with artificial intelligence,'' The Guardian, accessed: 2025-07-03.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa McCurry, ``Japanese company replaces office workers with artificial intelligence,'' The Guardian, accessed: 2025-07-03

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.395477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.012151Z digest=sha256:ab447881fe57a02f108d5892637a67bc3b83d820792288457a6a18e2c04147cc

Observation 06a6a25a-b69d-4d7f-9f3f-a0cc0f88cb4d · outbound

This paper cites Orhan, ``Building high performance document ocr systems,'' Tractable AI Blog, Jun.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Orhan, ``Building high performance document ocr systems,'' Tractable AI Blog, Jun

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.388950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.014333Z digest=sha256:3a8d36ca0de367ee4bff547ef68417a3792f565890238f67b542e2235a83c2ff

Observation 8f1c0b4d-6ca3-4bd1-9cbe-a84d9606a0a1 · outbound

This paper cites [Online].

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa [Online]

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.382332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.016524Z digest=sha256:7080d4236b14c110a6093d3d55effb6e209ee760d86e30fc421c277b94797d67

Observation 5ee5182e-a233-480a-8060-1e07710a0905 · outbound

This paper cites Clere, ``Tractable snaps up \ 65m led by softbank for car and property damage appraisals using ai,'' TechCrunch, accessed: 2025-07-04.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Clere, ``Tractable snaps up \ 65m led by softbank for car and property damage appraisals using ai,'' TechCrunch, accessed: 2025-07-04

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.375444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.018587Z digest=sha256:ac8d38bff9e5aa55b464e93f55cb2daaaafaef2e7da49add4eb0ad4164f98546

Observation 71b8a242-4335-4c41-8c27-6e596cabf3ce · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.368684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.020775Z digest=sha256:ce501dc4543afc3aebbc771a90de5e73dc2e476119edf2e3664939244f7e1ffe

Observation d5135b38-cd38-44b3-acb1-3876f7f87d89 · outbound

This paper cites [Online].

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa [Online]

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.362127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.022939Z digest=sha256:7d8766365aba1b2e63bcf8c9dc0ec177577654149549b91a01eb3d15c9d0bc29

Observation efdb8dfa-c7be-454e-8bdd-924d216d822d · outbound

This paper cites [Online].

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa [Online]

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.355940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.025042Z digest=sha256:3c9c4840b416d37ffaac3827e6d9ce5d8fa043da088fc0ffa8c710b2fec671ee

Observation a09caec8-8796-429c-ada4-aec27c9847df · outbound

This paper cites [Online].

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa [Online]

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.349934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.027115Z digest=sha256:92638f0ce89ce6348bf8045a316ac0cd9a8acc8a11d56d21dd45617b99a57614

Observation aa269d63-3ddf-44cf-9c2c-7e3ca91753e6 · outbound

This paper cites [Online].

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa [Online]

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.343245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.029507Z digest=sha256:c01b2c0784738f24ee03f1f1f2ea9c5c3d808ad29670758ddefc3c58259cd85a

Observation 5073a89e-cfcc-44c6-bdd9-a261c84bfd90 · outbound

This paper cites Pretorius and A.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Pretorius and A

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.337184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.031691Z digest=sha256:227f4f37dffe59633aeb75cacad53b905240b631a5f7b4a066cf0484416aefe4

Observation 8a404733-7eee-42e3-809f-c08b4d54cbe2 · outbound

This paper cites PuoBERTa: Training and evaluation of a curated language model for Setswana.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa PuoBERTa: Training and evaluation of a curated language model for Setswana

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:07:24.947408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.033753Z digest=sha256:c5a5874f88b42e31a1d6b5c621bd3ba217c11ba078f212c07b3d479836a68968

Observation 9771838c-a21d-48d6-8424-01ead2876a4b · outbound

This paper cites Oseni, N.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Oseni, N

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.331326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.036279Z digest=sha256:bfce862a2ccc37179368f775443e9e6b5fbf57c07c89bb198f52f094240efadb

Observation 7508569c-1f8a-4fbc-b9c7-2a8b0264cf65 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.325125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.038297Z digest=sha256:f63033dd6a2bb122be80350ecdcdef7dd20dd1b60eccb402785750255b6e0834

Observation 5077ca8d-51b4-4f61-8425-74228b55ecd9 · outbound

This paper cites Abdullahi, I.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Abdullahi, I

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.318856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.040417Z digest=sha256:397a954f434a3947ed8c6d884adeac9962fd3e9d850cf82a6909cb44a943ae07

Observation ed23a7e7-c55c-487e-adb6-5b90d659e1cf · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.312818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.042517Z digest=sha256:7f7e34bb482afb24f530cf5d8a1d98427e3bd401de9b4851ade5f6657f421c6e

Observation 85fe87e8-f67d-4b3d-815c-34d63f141f0a · outbound

This paper cites Ngugi, S.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Ngugi, S

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.306877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.044641Z digest=sha256:086ef6641c5afb867501fc12c66b25a6a072de79c64f1d44cffc61aa81d6484d

Observation e8ca9e1e-a44e-49ab-bb16-d46e9f3a98ce · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.300392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.047006Z digest=sha256:f2cee613a1314b1703d99439df7c5d1589bde93647f5faadf7706b7690238d9f

Observation ffdeeb4f-82f9-424b-b090-dbfe6e647c48 · outbound

This paper cites AfroBench: How Good are Large Language Models on African Languages?.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa AfroBench: How Good are Large Language Models on African Languages?

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:24.049150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:24.049150Z digest=sha256:08fff354973c0eb2cf81faa0a0badfaea4dde6e121183bc0855e00f7c89cb27c

Observation b9965edd-8ceb-4040-b074-65894e0d0ab2 · outbound

This paper cites DeWitt Prat, O.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa DeWitt Prat, O

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.294226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.051619Z digest=sha256:a1f835a4cb7747979cf650fe3b8ea41decb2ee322dc222ed034a6418c880ab6d

Observation 5a7844e9-8c81-48fa-a01c-44e8e1380dd0 · outbound

This paper cites InkubaLM: A small language model for low-resource African languages.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa InkubaLM: A small language model for low-resource African languages

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:24.053729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:24.053729Z digest=sha256:19a9495209e1375d8a774f04e33c5ee838b312d3902b0e04784f757416390f36

Observation cd428e7e-cb29-4b5b-9d65-0f390c929cda · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:24.056174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:24.056174Z digest=sha256:acb3c3c834b07b9a80d5cdff285fc0d174ae9b8f999dfb3dd5634f618533b258

Observation e7f66a93-aff4-4e7a-8a3a-2d1e4bf7b4c2 · outbound

This paper cites (2024) The future of car insurance in south africa: How ai is revolutionising the industry.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa (2024) The future of car insurance in south africa: How ai is revolutionising the industry

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.287835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.058123Z digest=sha256:ee7e6a7b474106605378f02154c066bcbd5935bd900f3e42a34203c62d1a12b3

Observation 5245e9b2-596d-42c4-b40f-98a48d349028 · outbound

This paper cites Khanna, ``Kenyan insurtech startup pula raises \ 6m series a,'' TechCrunch, accessed: 2025-07-04.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Khanna, ``Kenyan insurtech startup pula raises \ 6m series a,'' TechCrunch, accessed: 2025-07-04

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.281876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.060332Z digest=sha256:4cb0e2acc5837fc089c45fd16af308cfbd15f5e9b447734b767d5f86b1a898d6

Observation c403e37c-2049-49c3-8d20-eac99119f69f · outbound

This paper cites [Online].

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa [Online]

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.275663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.062356Z digest=sha256:3c128ba12bcd8c800226a6ade135dc3171b0794f2d11650f284faaa8cdd1790c

Observation 678d1249-a976-43bf-965b-67c1c35fc0f3 · outbound

This paper cites Company, ``Turaco is making insurance more affordable to millions in africa,'' Fast Company, accessed: 2025-07-04.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Company, ``Turaco is making insurance more affordable to millions in africa,'' Fast Company, accessed: 2025-07-04

Reference 67

Resolution
verified exact
raw_fallback, observed 2026-08-05T18:07:24.857106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.065233Z digest=sha256:aee47b790ed6ceafbb6e9c0b34beee431a0f56eb398e775f1d005cf2805dcd2f

Observation 7959e1f5-ca6c-4a0a-8406-ffc0daaf160a · outbound

This paper cites [Online].

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa [Online]

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.269854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.067622Z digest=sha256:a56ad8b92bca04ca4f537ada1e9daee7cc96e35993e79184e28cd25f4148f136

Observation 7cc82a48-5e63-4b6f-9869-e699db2d3820 · outbound

This paper cites Tsanni, ``This company is building ai for african languages,'' MIT Technology Review, 2023, accessed: 2025-07-04.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Tsanni, ``This company is building ai for african languages,'' MIT Technology Review, 2023, accessed: 2025-07-04

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.263856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.069761Z digest=sha256:3840ad77ddc62183b8d1a909b80631c6cdc08f2aa5839e2f6afe0078972407f3

Observation 9abb8121-8e8d-4472-bb36-e86770cda969 · outbound

This paper cites Richman, ``Ai in actuarial science,'' insureAI / University of the Witwatersrand, SSRN Electronic Journal SSRN 3218082, July 2018.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Richman, ``Ai in actuarial science,'' insureAI / University of the Witwatersrand, SSRN Electronic Journal SSRN 3218082, July 2018

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.256972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.072524Z digest=sha256:f400da9e7d19a3e4eb51d94841526d66a76a7a556f64ba115500c62d9c2a235b

Observation 1d2e7a0a-803f-478b-b5af-8c42c56498ce · outbound

This paper cites Balona, ``Operationalizing llms: A guide for actuaries,'' Actuarial Innovation and Technology Strategic Research Program Technical Report, 2025.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Balona, ``Operationalizing llms: A guide for actuaries,'' Actuarial Innovation and Technology Strategic Research Program Technical Report, 2025

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.250869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.074586Z digest=sha256:88b8833f3f22bfa3b9feb3442073946417b3b1afe7a341153aa93263d5f33246

Observation 607a486c-723f-4d4a-91c3-8af681001bf9 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.244266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.076735Z digest=sha256:6d4000110802604d6c53d653595060ba1793dc4c6290bb9f3048f1fd7f8fffa8

Observation 8b72bd99-0b7a-47ed-a63c-a2f8cf1a3e9b · outbound

This paper cites Troxler and J.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Troxler and J

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.236116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.078888Z digest=sha256:15b29f1687e0cd79075ce9a912a63985c327c6c1e89d38c2541a0103ecf1f244

Observation d9874011-4060-4be6-993b-b4f33ff20207 · outbound

This paper cites Dimri, S.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Dimri, S

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.228248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.080985Z digest=sha256:533daaf7f6008c5d16c18a451d1599db5097c2298551b2947635996d1ab978d8

Observation f5ca4794-2dbb-4fd8-8ad2-b43c951d48f2 · outbound

This paper cites Jani and S.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Jani and S

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.222319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.083162Z digest=sha256:5b6dc9c7180e4b67b1965105b97aa8ed9795dcb445f7c5c6c654fd31bb9c829f

Observation cbf47b10-5718-466a-ab3c-07d4a9ca942a · outbound

This paper cites Krasheninnikova, J.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Krasheninnikova, J

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.216202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.085434Z digest=sha256:420de8b0894d56272fc42950a5ac4999d822c230d9c20a51e202cb809d00af26

Observation 3cdef590-8ba8-4583-820a-6192a5679695 · outbound

This paper cites Balasubramanian, A.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Balasubramanian, A

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.210301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.087543Z digest=sha256:35a7fb9c648a323ed2c4863aaa6e83d0edfc60ebffd4c02e23d68fe87053317a

Observation 27a81a85-9cf4-4cac-a091-0247722caa61 · outbound

This paper cites Chung, C.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Chung, C

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.204186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.090058Z digest=sha256:ec0973804509221017910bac859fe005dca18798c0626d6c8e64b30e29481de0

Observation d2a4e382-7d72-41cf-b0f4-82cacda995ec · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.197994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.093034Z digest=sha256:c4ec85f6ceded51ed5e3c0e5fbb33528aa14bc76c84b8b8f70a5bdf9c579ebfa

Observation 10d3a9fc-25c3-4209-bf9f-34bb91330e88 · outbound

This paper cites Simulating Refractive Distortions and Weather-Induced Artifacts for Resource-Constrained Autonomous Perception.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Simulating Refractive Distortions and Weather-Induced Artifacts for Resource-Constrained Autonomous Perception

Reference 80

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:07:24.780812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.095209Z digest=sha256:4bc4f10b72e8eade4c4c11d844ee7c55f1d9d6fb04b6283a21c6404cd51d6e22

Observation 157cf76a-58b6-4d24-9c05-f657dba6ecf0 · outbound

This paper cites Jiang, Y.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Jiang, Y

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.191943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.097566Z digest=sha256:b3dde27b9aebc105ddadc95c99c313ac0686ef7e682ae02cd2beda854c75c811

Observation 4c2d9f87-854b-4ee9-9174-5e183ff26735 · outbound

This paper cites Topol, Deep Medicine: How Artificial Intelligence Can Make Healthcare Human Again.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Topol, Deep Medicine: How Artificial Intelligence Can Make Healthcare Human Again

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.185845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.099653Z digest=sha256:79b10f971c9ae7dbedab803256e59677baedc48001f3a4e310d21feecfe12dd0

Observation ba4d1af2-d158-4c42-9ff1-2fade978ab88 · outbound

This paper cites Reddy, J.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Reddy, J

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.179957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.101928Z digest=sha256:ba7993b8712eccd59ccf742c35aa0f31e8e9b53203e1d3ee5b4969dd32b6a55e

Observation 9d3395df-f196-4855-b422-a28360a9b4c9 · outbound

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

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa On the Opportunities and Risks of Foundation Models

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-05T18:07:24.103897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:24.103897Z digest=sha256:a8f9f916a35076755008d71a75e5eb75b21ef88565e78d43a82b3b82b29f0535

Observation 52f3241a-6598-458a-a28f-c2754c4d60c1 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.173910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.106374Z digest=sha256:6b326473dbbd48b31b68a19f198e821e6588fc92cb30542db62cad3b46e4dfa7

Observation c595b6ef-5b09-4508-b892-c45aa99d995c · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.167428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.109129Z digest=sha256:8f5fe8611f9547a2ea329e8cf9b541a6bb5ed01f646ed799eec37e1e39282c47

Observation 2ba30643-0c2c-41b8-a2c7-9860f036bcb9 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 87

Resolution
verified exact
raw_fallback, observed 2026-08-05T18:07:24.763801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.111100Z digest=sha256:95bfb23a107837bd14a15bf4526274974b8139baa51df40c056457d0cac68948

Observation 1f48e94f-5879-418d-b933-1548f6896763 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.161336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.113419Z digest=sha256:1740bfab6f48e2483f2e838e42739686e6c7e9f82b0aa64e7c7c59e10febd482

Observation 4a84c530-b364-4d78-acaf-04fe8c58996a · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.154699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.115428Z digest=sha256:b606f4dbfd273d20b3ec99bdc59d6885353f5cf41ebafeac169c8c0546d539b3

Observation c2c9b7be-1697-4dba-b13d-1e6709ffc9a6 · outbound

This paper cites Jaldi, ``Artificial intelligence revolution in africa: Economic opportunities and legal challenges,'' Policy Cent.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Jaldi, ``Artificial intelligence revolution in africa: Economic opportunities and legal challenges,'' Policy Cent

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.148544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.117625Z digest=sha256:74f2543970ffdebcf4c59ccccd837147458d045183bd734cc47322f56ac21e22

Observation d96dcbeb-79c2-4f39-9b0f-1076f39c42e3 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.142110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.119820Z digest=sha256:66a1f9c938411150439d819485306ffe336e758563350277a6164b248966b108

Observation b25eb2ec-3070-4615-a8cf-ef712e8db0a0 · outbound

This paper cites Morales-Forero, S.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Morales-Forero, S

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.135624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.122090Z digest=sha256:14ee42a960572b36f5982db5d13747bc6f1100581a5dd322e6b09ddd1d00483d

Observation d2843f8e-c861-4333-8140-e07a61d455bd · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.128978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.124250Z digest=sha256:b82f485cb521f8700dc7a3d1043c784344289958c29a9502fc64041aae38d80d

Observation 17669893-d134-4ee4-b74a-ab5692f86cd5 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.122473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.126547Z digest=sha256:05d6ae7c143524536993ccbe01eed86d868a5a0191cefe27918f6e151f9630e5

Observation c7064dfa-dade-4707-928a-04830bafaf8c · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.114992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.128691Z digest=sha256:78d34423e6cac32ecf4b6fbb6b6ab66f3c954bdbc63ee555e564ffdb48d59545

Observation f7535def-a0ab-465a-973f-0c4e6dd79747 · outbound

This paper cites an unresolved cited work.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:07:25.107695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.130744Z digest=sha256:868673599e609422b7ad9f121af40a53e4530717a53a24f0d5c820631ee17700

Observation be903c47-4a4d-41bd-bf31-27f37468e12d · outbound

This paper cites Galaz, M.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Galaz, M

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.100721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.132968Z digest=sha256:6140225ecc6c1bd691b0aea787add290fa5afb06abc12a994719fd7203209151

Observation 40f8ae21-5735-4eff-bfbb-583206a29523 · outbound

This paper cites Risks of AI-driven product development and strategies for their mitigation.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Risks of AI-driven product development and strategies for their mitigation

Reference 98

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:07:24.169735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.135175Z digest=sha256:1feae5b62c48b034fa1dd76f77e6f8266ec57c8923c187e01b8a72287f9eaea9

Observation fd6729a7-247f-4067-8d59-0374be24b613 · outbound

This paper cites Fenwick, E.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Fenwick, E

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.093467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.137751Z digest=sha256:4f3a4a02a6d4bb31a1da5db987f92b82cd3e1c3a51ed3a8172dffb5434e293d8

Observation abde19cb-f1a0-4ccc-9c48-f0fc0261c573 · outbound

This paper cites Gra c a and L.

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa Gra c a and L

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:07:25.086989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.139944Z digest=sha256:1ac76eea75955a37d5f8eb28b985180b24dda58165f22a29e26ef12980eae018

Pith citing papers

No inbound Pith citation observations are available.