Paper Citation Record · LEDGER

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models

As of 16 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.24273.

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

pith.paper-citation-record.v1
2607.24273 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T19:30:47.313467Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

28 of 28 outbound references displayed

verified exact0
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d3899e85-923a-4eb6-a95e-4cec861ac791 · outbound

This paper cites an unresolved cited work.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:45.680312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aa5536a-f6c7-4b3d-8507-761779d175cb · outbound

This paper cites Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:45.724972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81702f14-babb-40d6-84cb-0712e6ed79e9 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Advances in Neural Information Processing Systems , volume=

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:45.788036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb90880a-6656-45ce-a8c1-54d8d0b40c37 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Advances in Neural Information Processing Systems , volume=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:45.852069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e45446-f2c4-42bf-bc89-e2a2f829ced5 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:45.910590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dc76271-86b2-4b7b-86de-3ed745b33092 · outbound

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

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:45.989599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47f6cb9c-2cb7-4ddc-9934-307efd54dbb6 · outbound

This paper cites INSEva: A Comprehensive Chinese Benchmark for Large Language Models in Insurance.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models INSEva: A Comprehensive Chinese Benchmark for Large Language Models in Insurance

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.079681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2789164-643b-4ed2-a5da-de53b96dd7f2 · outbound

This paper cites arXiv preprint arXiv:2511.07794 , year=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models arXiv preprint arXiv:2511.07794 , year=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.120045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ce75931-1e8b-496f-8043-01de660f8373 · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.164146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eabd5823-d10f-428c-bbdc-0398d81e138f · outbound

This paper cites British Actuarial Journal , volume=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models British Actuarial Journal , volume=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.203448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adbe69b1-e637-4da3-8073-e4ab71dfa331 · outbound

This paper cites an unresolved cited work.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.240586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b51979f-0aa7-4ff6-82b3-0a3f9feb81e9 · outbound

This paper cites Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.283987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27f08a79-426e-4b0e-9562-4fc517e0b255 · outbound

This paper cites Proceedings of the 33rd ACM International Conference on Multimedia , pages=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the 33rd ACM International Conference on Multimedia , pages=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.335481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efeb2dcc-bacf-4c22-b4e8-a03a6b495ff5 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.392709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc213e4-baa1-44a6-a969-06b763ac9f6a · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.447495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b090139-8c17-4d57-86bf-2efe59280e09 · outbound

This paper cites 2017 , publisher=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models 2017 , publisher=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.500855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4ccb06d-117d-43b9-a11a-eb8cf344a0ba · outbound

This paper cites FinanceBench: A New Benchmark for Financial Question Answering.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models FinanceBench: A New Benchmark for Financial Question Answering

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.558715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb017d84-86a3-4d28-935e-c19f98f52cb6 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) , pages=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) , pages=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.562005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88a6c4db-4140-4b3c-a4af-65846e80a3f4 · outbound

This paper cites arXiv preprint arXiv:2603.07316 , year=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models arXiv preprint arXiv:2603.07316 , year=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.565434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b1547c-fef7-464c-9f3e-28b5abbe39dc · outbound

This paper cites Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.613565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1de9ae5-2365-4ca8-8b34-be350bbc13fc · outbound

This paper cites Scientific Data , year=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Scientific Data , year=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.696129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b4d9300-ab0e-4e01-9ed1-5c17d5a97b7e · outbound

This paper cites Proceedings of the 29th symposium on operating systems principles , pages=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Proceedings of the 29th symposium on operating systems principles , pages=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.803582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2266c6f-e905-40b0-8074-c6ed2ce461cf · outbound

This paper cites From Abstract to Contextual: What LLMs Still Cannot Do in Mathematics.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models From Abstract to Contextual: What LLMs Still Cannot Do in Mathematics

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.892090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17b8c6e2-9cd0-4e8d-91e6-d48a5bb09d3f · outbound

This paper cites NYU Stern School of Business , year=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models NYU Stern School of Business , year=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:46.952783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5121772f-673e-4af6-91fa-0a5ed56458ca · outbound

This paper cites Journal of Artificial Societies and Social Simulation , volume=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Journal of Artificial Societies and Social Simulation , volume=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:47.036841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77800c3e-9e14-4d5c-a984-c24e11b9c71a · outbound

This paper cites British Actuarial Journal , volume=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models British Actuarial Journal , volume=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:47.129097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b635c8ff-b8af-4100-8b50-4e21cbd3d73d · outbound

This paper cites Actuarial Practice Forum , pages=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Actuarial Practice Forum , pages=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:47.223107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4056c7f6-5d7b-48af-8b5b-17e56aa9b0d5 · outbound

This paper cites Journal of Statistical software , volume=.

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models Journal of Statistical software , volume=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-31T19:30:47.313467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.