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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.911760Z digest=sha256:93f261b77a755e5f729fd4605c4eba99f34bf8ddc24c07ce5b3ba795678ebec6

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

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source=arxiv_source observed=2026-08-05T18:07:23.915174Z digest=sha256:b8a569500ee6155797118b57c3bf8a19fa69a9ad0fd33ec64e39dbeee0d98442

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

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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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.918587Z digest=sha256:7e4d4ea4172add5ee513777a506a48da6b7a2265ee03255a3cde46e8787f2eaf

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

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source=arxiv_source observed=2026-08-05T18:07:23.921547Z digest=sha256:1454d2bd972e378a50fc6f931ff925c618859b1d65ee421ce839adc8a48d906a

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.924044Z digest=sha256:aa1f62d3aa27452de79338ae97cd6bf573a385ff395624699a2e2f3daae8eaa8

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.926664Z digest=sha256:f852ced4ef148678906583482694e85701690f9cfbaa5ef094de9d7e271fc09c

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

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source=arxiv_source observed=2026-08-05T18:07:23.929277Z digest=sha256:78dab6da7b7b273d9881583a08cda60a9e153600d29e767975726b45d4082d09

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

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.932184Z digest=sha256:2f9152e2c1a55642acc50f67525e2fc05941ba53a4634990be09aedc1f96fbb6

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

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

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source=arxiv_source observed=2026-08-05T18:07:23.934331Z digest=sha256:efe675172302aeb547a7475fec4387e8591327eaba93eae03a86daf7a8e4e186

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

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source=arxiv_source observed=2026-08-05T18:07:23.936423Z digest=sha256:93f010bca5017703c75cd3df2385ecfe5511d25e9bfd98b026926268124e66c9

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

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source=arxiv_source observed=2026-08-05T18:07:23.938675Z digest=sha256:d4ede2607e38f95ea5000ae67fad4e914fd16eb181ded6e3b124c729ea46a140

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

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source=arxiv_source observed=2026-08-05T18:07:23.941198Z digest=sha256:0879da6629e9459948876bcb22bd02172dfcfabd192366a4812afc615c07e03f

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

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source=arxiv_source observed=2026-08-05T18:07:23.943333Z digest=sha256:c3b7d97e129a23d83ee50c709942e1e9ec51f9cb0bf5bc31d18526749fac6084

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

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.945950Z digest=sha256:36a3c1f34d2f3498ae6547562dabcaa2d6e64db2d4484457e680265b0bb35a73

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

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source=arxiv_source observed=2026-08-05T18:07:23.948773Z digest=sha256:57d67671c5bd4889d31f31010f5c9c828a818d425e1294494e9fe1cb5ed306d6

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

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source=arxiv_source observed=2026-08-05T18:07:23.950876Z digest=sha256:5d0324bb1ee3d6c69b52836941ae6701063584bece163aab50b5bd77dddd8741

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

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source=arxiv_source observed=2026-08-05T18:07:23.952850Z digest=sha256:e935000f8907075bb7adf3274b39264efb9f4843b935f9186ee3415974041416

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

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

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source=arxiv_source observed=2026-08-05T18:07:23.954921Z digest=sha256:6e2cda7515fcb9a037859ada7db4b79d5e797e0a79a29259c12575d72a470c16

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

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source=arxiv_source observed=2026-08-05T18:07:23.957160Z digest=sha256:a9788f812b8d6475a627dd94c1bff593fc54428d01accd764645fcf75935ba2a

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

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source=arxiv_source observed=2026-08-05T18:07:23.959272Z digest=sha256:56d273813171a72f8cf4c6cadae576eb91e96242e6195d0b145a89f7d55654ed

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

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source=arxiv_source observed=2026-08-05T18:07:23.961203Z digest=sha256:5fa869144eb03de8d7ecf6236553e6593fcf2439f0ce4a397d83a834a5ebcb28

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

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

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source=arxiv_source observed=2026-08-05T18:07:23.963197Z digest=sha256:3342241e07bc190e289ade604a78327203d2f17dc24c87c7cbf7e1e83e920234

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

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source=arxiv_source observed=2026-08-05T18:07:23.965317Z digest=sha256:6503e31e5cc7e8e99efcde1f7619e76400009a4ef9749a554f90b99443c89e9a

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

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source=arxiv_source observed=2026-08-05T18:07:23.968138Z digest=sha256:e3d0368c380f01b4b4b221f0d3e24622b62d080b6e83d8c0ae8e127953d07bd3

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

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source=arxiv_source observed=2026-08-05T18:07:23.970744Z digest=sha256:d301c4fabcb6367478fa4b14ebbb4d3d85c6d781f3c87c0a7fa7bd48add6afb5

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

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source=arxiv_source observed=2026-08-05T18:07:23.973261Z digest=sha256:30aa90b417898986601ac8812e87aab2f55cc232607b3fd501624ee36665aa51

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.975751Z digest=sha256:9e79c927b1b300aadf8c179d3c49164b99a50a50597c5207b39d5db1ad18a868

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

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source=arxiv_source observed=2026-08-05T18:07:23.978080Z digest=sha256:01d1bb1a2089efa12983d628362872209441b24a0f493131c6dfbfe152ebaa4d

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

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.980457Z digest=sha256:b8df0c3eb5029cd34d34dd5850c43b4f5b347770e68913191d1804805d814e89

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

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source=arxiv_source observed=2026-08-05T18:07:23.982706Z digest=sha256:aff40e13347fe39569b0d60ef179d99a7be4c1c9530651bd7bca2349896678ea

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

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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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.985055Z digest=sha256:6023048d24c2bf26132bddabf8bb9fe4a68d0cccffecbb538bffa65814d45cd8

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

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.987373Z digest=sha256:64c771cf41d329e853c1358383e8a63a0aa4f6f46f653b9ac7afa2f069d28e5b

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

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.989532Z digest=sha256:ee317d02765e23e604bc7e5278e27b2e566920985161238b7ff52970a7327bd3

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.991594Z digest=sha256:1afd7266683bc60184af542ed56f1da361e36264a0fd24c802e3c3b53ce3c15b

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

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.994156Z digest=sha256:3b12c8faecb9003724f0390bcff4ee1cdc7db6fdb78a40b08ba8fab4cb0b4acb

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:23.996655Z digest=sha256:7fedbae8e2265c97072f7bcb57278e2943845cb644ddde7f547c1f5aecafd830

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:07:23.998882Z digest=sha256:f10578de85932005705e34e9bc4b86b2e2df8246f66b84c2a6731952ffae7388

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

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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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.000981Z digest=sha256:1400ceca9c75ae259f740ffb97b56a2e70020dead2caed68a975d357a4ae7202

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.003135Z digest=sha256:ab84e0b44d559c4188f789269ad4c47eae651cd0562d228c755c5a516919d9e9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.005270Z digest=sha256:acf009847885a33ecd14ac43541e2b02dcfa1d4f7f81639f70e1afc24c9a2c74

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.007644Z digest=sha256:205909f45d95ad97ef344c04e5a2764bc55260fedfd1613c46886449869c24bf

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.009766Z digest=sha256:f9442d8f06d1fa0c17a7bb3e64076215fce82077ecf5311ee69b8a3be93b223d

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.012151Z digest=sha256:841403954f4b92869c756ba3dd7c0dcc424d0a8c1c75cfbb725082f64255f64b

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.014333Z digest=sha256:ad924e8ebe10a8a04a8c7c6531246c7a3cbba402095d733347ccbde74a2a1b75

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.016524Z digest=sha256:6579e527e92055da09a16c92211799b8622e26998eb62b9878af4bceeba61df7

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.018587Z digest=sha256:12698b7b336cf472bc344c751886172b59e911bbe557c87dd35fbfb8b35410ab

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.020775Z digest=sha256:e19ed598d75829d67a6a36c9d39128519e900fa4f4d31e25981c740ebdf8b736

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.022939Z digest=sha256:629d08eed6b98d32b45f102901d8717b5a60611b9462b2c62cbe6af86167380d

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.025042Z digest=sha256:17edb6066fccfe5cefe3be1b4f256eab7275d1a1122ca03b8f10688843b76d11

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.027115Z digest=sha256:a9eff7b65e4d077e3132be59757b0b5af3a994ddd1f961032bc90de825f0793e

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.029507Z digest=sha256:9a0928404d98bca169b2b9307364f859119b9fac72b726abc5175d25783b315a

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.031691Z digest=sha256:5fa31be99dbf192d95d28d042213ed0dc843295277960dd1ea25d4baa8411f8b

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.033753Z digest=sha256:cbd609117d31a622e045efa0982b3ea9916264298cc07521230039e4a61fa14a

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.036279Z digest=sha256:8ed040d243bd81d0868d2df20f6704b497975ffd75d8f7b19e1a451bc6d713c9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.038297Z digest=sha256:c55a93bdd7d05ef1bf43626dccf54e65129cb0e5c2ef34772b6a55e196d1b30c

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.040417Z digest=sha256:0461a45037b0be48b2ace02d3d054503ea49d61ae8143b11d9b9f27e6082e088

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.042517Z digest=sha256:6d601e771fa63778e8bfacf0edb9692ce641df310dcd6d42baa9617f56661c84

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.044641Z digest=sha256:7d584cd8da1bf78ef30bb3ac1ced19a2ce4ff83ed0cd7592a0094e7cfef06a04

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.047006Z digest=sha256:fce9da9e5cf6a8e4f7ad5431f0bd918feefcaa400be7ab01962bcbbd729d43ff

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=sha256:60d5c6e7fd7187ea90f82305e2799deea5e95c9456226ed4799c3abe5f60ba60

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.051619Z digest=sha256:b5416e8642ce6fa6b6d611cd795a5337be5335d4fbade27a9841dc00e02d39c5

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:f7a46500ad10d7f1b817363eb3051f2df0d4b6b322f0b3c060ec479c08eb33ad

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=sha256:6696713e4aa529e7771b51dd21447e527351892c574980fd8909331ea516753f

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.058123Z digest=sha256:59013b815551712579b4d3eba89aea219ca887646abf15fbe47246bb04e4bd1f

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.060332Z digest=sha256:6c83e082916e966889b9dcdf9f7eaeb4979ee092eb9bb04a0504b2c79fd0d733

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.062356Z digest=sha256:ec1cc02a9c535b42bcb9c2eeaa7ebc1147a0dee2fee6e360a77fe3dafcbaacc9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.065233Z digest=sha256:f3e785de306a13e0b94adcc79895c45eb36c173ed3500a3cea3ff3681eff6878

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.067622Z digest=sha256:b46e5e317900ae4fa049babe8471f538741c458fa31a386ac67f174f6e740aa4

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.069761Z digest=sha256:c77b6edd79d7e33d79b7d9533562795fecb0069ebbfc26798558e05717098995

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.072524Z digest=sha256:3a308b70b014440b8d452a7978ae37991f4f775081fb983bc49401d5ab06aeb3

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.074586Z digest=sha256:cb07257314dd7235c45b12436f06dd965a0ee1c3453cb5fdae647f9d488a2986

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.076735Z digest=sha256:039ca93a4241b31c070507efcfeb767726ec18d2314863eb46cbda693cdb75f0

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.078888Z digest=sha256:13ef6c8116712c6198da6559e8142267b86aff8fac91dbb3defe8f2285af491e

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.080985Z digest=sha256:96c048c3f83a13a2c595e1d08ab135cd0a3a54ac0edb99cdbe7b2dba95d3d090

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.083162Z digest=sha256:af3d40a9ff4753a0f0dea77722b1bdd19f55921b199dfa571033446218929e24

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.085434Z digest=sha256:e9e22c17eafab10e9e8948c9f6d891ca205cf72d0c24be927db6976391d642b6

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.087543Z digest=sha256:0ff6c3baa80f947d0b6d296ebe954fcdf8e0b306b9b60cc4f98cb3cf2306ea98

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.090058Z digest=sha256:1bb2500e6d5564b9361055ea3380e5ffa9c33a789f7260fe6eae47028ec59100

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.093034Z digest=sha256:adbe01639f9d06a932946d457a1ac4891e689d4dbe679a444da083a95cc33bae

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.095209Z digest=sha256:ff39de6eedecb6da86f425b8c0697731ae48552d973c4fcac44b044659446281

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.097566Z digest=sha256:11aff325edd28eb45ff88c34ece4b116d560bd414b96ad390207808681bba6e9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.099653Z digest=sha256:7a8a205a42f1657d15277f7f51440f3e1894f0de0bc519cae2784ad19e48104e

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.101928Z digest=sha256:7e25c637f03d2a8f91770f60fe3ebdd8ecd6094417f64302ba09e39b2caab749

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:a1f820ceea33446cc57e987a624ee8a8d0fe7ac128e613f4c3ecafef2a19f4f3

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.106374Z digest=sha256:d5479525eb28436482772375c1a9f63888b6c344b20499e7f4c6445c6dbcb96d

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.109129Z digest=sha256:96389cdd91e908b29c4a380662d9579bf06b5991183ab5b3d668b3999725619b

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.111100Z digest=sha256:dd5d57bbcde4ef15a6bf69e53c34381fc88f894086df81ccc20d242f2bf376de

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.113419Z digest=sha256:63d693fb875993b2285bb587d309c329bc479cc1309d8e1309522013ba250299

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.115428Z digest=sha256:b1a2f47634f1ce68e2160303c776d3662dd43a003f45412accef3d31091330c9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.117625Z digest=sha256:da05fbfb18539ab21f643cce076ccbbe591d36e37da230311c396abb2e603941

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.119820Z digest=sha256:fd2426a2f90ebadb88d2a57f3c2896e93aa9820d360193d348fb37f682f05c19

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.122090Z digest=sha256:ac22c247a6c062caece4aaebd88d0f072cf8613026012ef72e9691847b876a84

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.124250Z digest=sha256:f46000d0db7e842bd746cc6342d349581089f5f9a920ea6e4acea9d4777d1084

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.126547Z digest=sha256:83d03b5d7d14a43395e57491a2b52712add566bc0337961a1c406ac90e83bfec

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.128691Z digest=sha256:823cd8db0d9a8e0ea199df5b36d0d81a05e9d9134aa62f2d1711b68c87b156ec

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.130744Z digest=sha256:892134e105b66bcf95abe01d5d49465bbd4663278d4819f53d5bfad6c7f59af1

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.132968Z digest=sha256:06647132f04c4fc50d6e70675e4db656ce215d51a29882a0821237ae3b8f58fa

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.135175Z digest=sha256:e7c94583b65078af05901b35718a3f0d218146b26665683698777e414f24806c

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.137751Z digest=sha256:4d3a490ac8a25ee2b45a33bd104f91a59196b181045c71554d5736e3b02788ec

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:07:24.139944Z digest=sha256:418e9c67ae534ae672589e4a10b6f3c931b26081a36f4db55cfb2dac3be387a1

Pith citing papers

No inbound Pith citation observations are available.