Paper Citation Record · LEDGER

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior

As of 7 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 1 inbound Pith citation observation for arXiv:2506.16163.

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

pith.paper-citation-record.v1
2506.16163 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:49:51.326854Z

measured 70 of 70 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:19:14.521604Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

69 of 69 outbound references displayed

verified exact0
verified fuzzy31
unresolved37
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 109533f7-dd9f-42d6-86cd-a4bea98153af · outbound

This paper cites The Free Press, Glencoe (1947).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior The Free Press, Glencoe (1947)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.219791Z

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.

Observation 0763f552-caa8-422f-b4a2-91985caab771 · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 2

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

Observation 54790960-19ce-4065-9cf9-443924b2ea9a · outbound

This paper cites Large Language Models Pass the Turing Test.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Large Language Models Pass the Turing Test

Reference 3

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Observation 852f6709-4067-4f11-af50-dc8d9a63a1d2 · outbound

This paper cites Proceedings of the National Academy of Sciences 121(9), 2313925121 (2024).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Proceedings of the National Academy of Sciences 121(9), 2313925121 (2024)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.196148Z

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

Observation 4e4ed563-daf5-4459-ada7-9b1744c432d3 · outbound

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

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior On the Opportunities and Risks of Foundation Models

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 440cc896-7072-4cfb-9805-f7bedd18975d · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:50:01.185577Z

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.

Observation 9e80fdd0-e663-4510-8692-bb47dc37ffa7 · outbound

This paper cites A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:45.437608Z

Source-reported events for the cited work

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Observation 8d4362b8-0af7-4bb0-9f34-0855a55c690c · outbound

This paper cites Technology section (2023).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Technology section (2023)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.174281Z

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.

Observation 0c1e9c64-8c81-4e66-b39e-ea0612c27620 · outbound

This paper cites Bloomberg Green Daily newsletter article (2024).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Bloomberg Green Daily newsletter article (2024)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.162540Z

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.

Observation 8425761a-3689-439a-a863-d0760f7d0075 · outbound

This paper cites Accessed 2025-05-11 (2025).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Accessed 2025-05-11 (2025)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.149665Z

Source-reported events for the cited work

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Observation dd46a9a5-e666-4c92-810e-36f4ccb0edfe · outbound

This paper cites Science 381(6654), 187–192 (2023).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Science 381(6654), 187–192 (2023)

Reference 11

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Source-reported events for the cited work

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Observation 9745b2ee-8edc-48e0-9e1e-8564686e80f9 · outbound

This paper cites Nature 623(7987), 474–477 (2023).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Nature 623(7987), 474–477 (2023)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.131819Z

Source-reported events for the cited work

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Observation 315465d0-3f7a-4ed0-9dab-d19611af556e · outbound

This paper cites Nature Communications 15(1), 8236 (2024).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Nature Communications 15(1), 8236 (2024)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.120782Z

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Observation bea42e72-9ae5-4c2a-9867-f8ae9ddb9b8a · outbound

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:50:01.109135Z

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

Observation 0c8d6137-f719-416c-9b5d-8ad5ddcacb3c · outbound

This paper cites Nature 620(7972), 172–180 (2023).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Nature 620(7972), 172–180 (2023)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:45.965134Z

Source-reported events for the cited work

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Observation 4cebdbe5-6e6e-4fd2-a6a9-3c494c42815d · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 16

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Observation bfd76029-b140-4e55-aeba-2fd11aed7abe · outbound

This paper cites In: Moens, M.-F., Huang, X., Specia, L., Yih, S.W.-t.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior In: Moens, M.-F., Huang, X., Specia, L., Yih, S.W.-t

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:01.082665Z

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

Observation 43602082-957a-4617-b95e-aa1e3b250fa5 · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:50:01.071204Z

Source-reported events for the cited work

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Observation c3752590-692f-4b37-8898-439f780df8c4 · outbound

This paper cites Transact.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Transact

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.941295Z

Source-reported events for the cited work

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Observation fc974eab-a258-4d4e-a970-7e972167bc2e · outbound

This paper cites Cradle: Empowering Foundation Agents Towards General Computer Control.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Cradle: Empowering Foundation Agents Towards General Computer Control

Reference 20

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Observation 5480ed1c-2f8c-43a9-9b18-342a84243e73 · outbound

This paper cites online ahead of print in Nat.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior online ahead of print in Nat

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.864371Z

Source-reported events for the cited work

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Observation 9367be0a-c0e7-4652-adfc-d574b4c63e41 · outbound

This paper cites Overcoming the Machine Penalty with Imperfectly Fair AI Agents.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Overcoming the Machine Penalty with Imperfectly Fair AI Agents

Reference 22

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Source-reported events for the cited work

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Observation 03248221-9c64-49e1-9bbd-e625da65efee · outbound

This paper cites Wiley Interdiscip.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Wiley Interdiscip

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.621167Z

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

Observation 4c42cf0c-51de-4c8e-bb7d-809327e99f1a · outbound

This paper cites Sage, ??? (2010).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Sage, ??? (2010)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:50:00.515481Z

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.

Observation 36f2d982-f6b6-4eb7-ac50-fa0fc98517f6 · outbound

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:50:00.220663Z

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.

Observation 5765ffe2-657f-4230-ac72-e6a7fd4ca0a6 · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:49:59.986197Z

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.

Observation 2b652aee-06f5-48bc-b5b8-c18b5b662e82 · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:49:59.773308Z

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Observation 3e514002-1440-48c2-8dbe-db8595fdff62 · outbound

This paper cites Science 236(4801), 537–543 (1987).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Science 236(4801), 537–543 (1987)

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.562417Z

Source-reported events for the cited work

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Observation 16ff6464-a14a-438f-a71e-917f76e6533c · outbound

This paper cites In: Handbook of the Fundamentals of Financial Decision Making: Part I, pp.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior In: Handbook of the Fundamentals of Financial Decision Making: Part I, pp

Reference 29

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Observation 905486c0-cd74-4793-9c38-7568d2f679a8 · outbound

This paper cites Acta Psychol.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Acta Psychol

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.291349Z

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

Observation 51f72c69-4611-461d-bb1b-23957ba89688 · outbound

This paper cites Cambridge University Press, ??? (1993).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Cambridge University Press, ??? (1993)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:59.003187Z

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

Observation 84fa4af3-049a-4bdb-b5f3-b2f8821128c4 · outbound

This paper cites (ed.): Decision Making Under Uncertainty: Theory and Application.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior (ed.): Decision Making Under Uncertainty: Theory and Application

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:58.687839Z

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.

Observation 26500374-2f62-4cb9-9a22-fb2743c40b5a · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 33

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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.

Observation bfb15290-7e1d-4ecd-aaa3-89775c6c0dda · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 34

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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.

Observation 36d0ae27-94dd-4e49-845a-6a815f536812 · outbound

This paper cites Science 275, 1293–1293 (1997).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Science 275, 1293–1293 (1997)

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:58.084345Z

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Observation ae1b723e-9292-4e33-864b-d8659bb19303 · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 36

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Observation 57c2e598-994a-42e3-bc21-54de3047f03f · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 37

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Observation 1319459e-c99a-4341-86bb-4a97d3e822aa · outbound

This paper cites Proceedings of the National 12 Academy of Sciences 120(6), 2218523120 (2023).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Proceedings of the National 12 Academy of Sciences 120(6), 2218523120 (2023)

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:57.253394Z

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Observation f76cf3f1-8efd-4185-8fba-3abfab4899de · outbound

This paper cites Machine Psychology.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Machine Psychology

Reference 39

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Observation caafde91-a2a2-408f-b297-931da12dec46 · outbound

This paper cites Proceedings of the National Academy of Sciences 121(45), 2405460121 (2024).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Proceedings of the National Academy of Sciences 121(45), 2405460121 (2024)

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:56.987526Z

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Observation 8d702c0f-fd1c-44f9-b57c-12bda4ba6dbd · outbound

This paper cites Proceedings of the National Academy of Sciences 121(24), 2317967121 (2024).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Proceedings of the National Academy of Sciences 121(24), 2317967121 (2024)

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:56.724880Z

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

Observation 255efef6-56b1-43c6-b93c-a4734f2a2640 · outbound

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 42

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Observation 4fbff722-6ca6-4073-8624-a5c9c8fe6d7e · outbound

This paper cites Proceedings of the National Academy of Sciences 122(20), 2501823122 (2025).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Proceedings of the National Academy of Sciences 122(20), 2501823122 (2025)

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:56.275359Z

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

Observation 5f0ae062-784c-423d-a280-33630809a50b · outbound

This paper cites Cognition 50(1-3), 7–15 (1994).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Cognition 50(1-3), 7–15 (1994)

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:56.040563Z

Source-reported events for the cited work

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Observation f6c867fc-2223-4944-ae15-b5c43008998c · outbound

This paper cites Neuropsychopharmacology20(4), 322–339 (1999).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Neuropsychopharmacology20(4), 322–339 (1999)

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:55.844267Z

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.

Observation 63408506-f83f-439b-9258-eb4ffafc76c5 · outbound

This paper cites an unresolved cited work.

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Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:49:55.597101Z

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.

Observation 29debfdf-49c7-4331-9e07-1f736253f939 · outbound

This paper cites PNAS Nexus 3(7), 245 (2024).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior PNAS Nexus 3(7), 245 (2024)

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:55.402929Z

Source-reported events for the cited work

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Observation a75041cb-34bd-4208-90f3-46917057a12f · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:49:55.200429Z

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.

Observation 906c12c6-228e-44d9-b9fb-e322ed72105a · outbound

This paper cites Science 380(6650), 1108–1109 (2023).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Science 380(6650), 1108–1109 (2023)

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:55.012867Z

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.

Observation 636703e4-c756-4e40-be31-3024a18326db · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:49:54.789595Z

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

Observation cf73c4d7-031a-4005-8738-d908fde72326 · outbound

This paper cites an unresolved cited work.

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:49:54.575525Z

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.

Observation 98dd9884-1b98-4337-a20d-03557670a823 · outbound

This paper cites PhD thesis (1989).

Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior PhD thesis (1989)

Reference 52

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Drug Alcohol Depend

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Reference 55

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Brain 131(5), 1311–1322 (2008)

Reference 57

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Reference 60

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Reference 61

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Reference 62

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Reference 63

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Observation 509cd345-bac3-47d1-aaf9-7e3fc2b41de7 · outbound

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Reference 64

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Reference 65

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior In: International Conference on Machine Learning, pp

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:52.047200Z

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Journal of Behavioral and Experimental Finance 9, 88–97 (2016)

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:49:51.929473Z

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Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:49:51.822431Z

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Observation e3ce2586-0286-4713-915b-450e2247a522 · outbound

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Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior Card A has 2 green flowers

Reference 69

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T23:49:51.629356Z

Source-reported events for the cited work

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Pith citing papers

Observation c0153a99-5a6d-47ff-82ba-60f607603360 · inbound

Artificially intelligent agents in the social and behavioral sciences: A history and outlook cites this paper.

Artificially intelligent agents in the social and behavioral sciences: A history and outlook Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior

Reference 123

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Source-reported events for the cited work

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