Paper Citation Record · LEDGER

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique

As of 9 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2602.13213.

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

pith.paper-citation-record.v1
2602.13213 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:09:56.600390Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 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

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation da80f07d-8bef-4305-a5d5-026c5eff6a37 · outbound

This paper cites How artificial intelligence is transform- ing the insurance underwriting process,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique How artificial intelligence is transform- ing the insurance underwriting process,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.144569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eec1bfbb-0b31-4b57-a96d-0760fe804966 · outbound

This paper cites Underwriter’s edge: Harnessing generative AI for optimal outcomes,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Underwriter’s edge: Harnessing generative AI for optimal outcomes,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.203404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec522fde-b93e-40ef-a35c-621c06a34721 · outbound

This paper cites Regulation (eu) 2024/1689 (artificial intelligence act),.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Regulation (eu) 2024/1689 (artificial intelligence act),

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.267815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa7f2b6-a31e-4b20-8155-f298a1fd1ef0 · outbound

This paper cites Tracking the evolution of AI insurance regula- tion,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Tracking the evolution of AI insurance regula- tion,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.363781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebcfa26c-2af4-4305-811d-dd397b9342c3 · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.429300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a1e081-93e6-44d1-a65a-b8b4eb27f2c5 · outbound

This paper cites Harnessing the power of LLMs in practice: A survey on ChatGPT and beyond,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Harnessing the power of LLMs in practice: A survey on ChatGPT and beyond,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.496279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2fba24d-5c25-4e41-a4fd-69ae9ac67dd0 · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique ReAct: Synergizing reasoning and acting in language models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.550923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6781aeb6-f782-4239-969d-dcdc1fabfc4e · outbound

This paper cites AI in insurance underwriting: Use cases and results from leading insurers,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique AI in insurance underwriting: Use cases and results from leading insurers,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.657841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb673d2e-5409-47f6-94bd-0720dc935a93 · outbound

This paper cites How an AI-powered underwriting workbench improves efficiency in risk assessment,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique How an AI-powered underwriting workbench improves efficiency in risk assessment,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.731782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a13b10f-1072-45fa-979e-8a120746eeb5 · outbound

This paper cites Underwriting rewritten,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Underwriting rewritten,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.833792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2b465cf-2bed-4dc8-89c9-da83adcc9297 · outbound

This paper cites Human in the loop AI validation for eCommerce catalogs,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Human in the loop AI validation for eCommerce catalogs,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:55.918968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 195b0c65-5403-49a3-84f1-c63b25fca0e6 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Constitutional AI: Harmlessness from AI Feedback

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.004732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b808e325-0a31-465a-a6e6-7d13ba16dd1f · outbound

This paper cites Critic-cot: Boosting the reasoning abilities of large language model via chain-of-thought critic,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Critic-cot: Boosting the reasoning abilities of large language model via chain-of-thought critic,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.074730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d395e60-0ecc-4e15-8e5f-615f52c8605f · outbound

This paper cites When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.146465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bffe2882-206c-4c85-9b21-d087df2d6324 · outbound

This paper cites Introducing Claude Sonnet 4.5,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Introducing Claude Sonnet 4.5,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.217582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7277383a-2030-4d79-8392-11dcc3878fdd · outbound

This paper cites snorkelai/multi-turn-insurance-underwriting (dataset),.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique snorkelai/multi-turn-insurance-underwriting (dataset),

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.311329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6946b319-8f1e-447f-8ec5-d3b6a88163ac · outbound

This paper cites Probable inference, the law of succession, and statistical inference,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Probable inference, the law of succession, and statistical inference,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.410993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34fc3d38-5b6f-452e-8a4e-fb5b83485dbf · outbound

This paper cites Note on the sampling error of the difference between correlated proportions or percentages,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Note on the sampling error of the difference between correlated proportions or percentages,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.510963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ce5be16-0360-498b-a4dc-5555324c786d · outbound

This paper cites Claude API pricing,.

Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique Claude API pricing,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T09:09:56.600390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.