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Paper Citation Record · LEDGER

Strategic Reflectivism In Intelligent Systems

As of 7 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 0 inbound Pith citation observations for arXiv:2505.22987.

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

pith.paper-citation-record.v1
2505.22987 v2

Coverage vector

measured 89 of 89 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:59:27.032485Z

measured 89 of 89 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

89 of 89 outbound references displayed

  • verified exact37
  • verified fuzzy5
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ea61adc-7d0b-418b-b2a7-8b60f579b25a · outbound

This paper cites an unresolved cited work.

Strategic Reflectivism In Intelligent Systems Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-07T12:59:18.693575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ca187dfc-a3d6-4ecb-9183-3884e7e21697 · outbound

This paper cites intervene.

Strategic Reflectivism In Intelligent Systems intervene

Reference 2

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Observation c2bcdbea-2b1e-4c8b-ba40-72d10edc7125 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Strategic Reflectivism In Intelligent Systems Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 6

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no resolver link, observed 2026-08-07T12:59:19.258522Z

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source=pdf_text observed=2026-08-07T12:59:19.258522Z digest=sha256:6dc35a04e094b84650beac18fe1abfc852ec7a07727e6da1aeac11cb3eef397e

Observation 96ac32ea-bb07-4093-90c5-696fbc47dd22 · outbound

This paper cites Synthese 198, 2 (2019), 1427–1455.

Strategic Reflectivism In Intelligent Systems Synthese 198, 2 (2019), 1427–1455

Reference 9

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doi, observed 2026-08-07T12:59:35.303037Z

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.

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Observation e89ed93e-9bf5-4d95-b2b8-4648caa7a144 · outbound

This paper cites Rev.Phil.Psych.

Strategic Reflectivism In Intelligent Systems Rev.Phil.Psych

Reference 12

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verified exact
doi, observed 2026-08-07T12:59:34.612908Z

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.

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Observation 0a9f98b5-02fa-4229-b67f-e3e87902de30 · outbound

This paper cites Analysis (2025).

Strategic Reflectivism In Intelligent Systems Analysis (2025)

Reference 14

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verified exact
doi, observed 2026-08-07T12:59:34.489899Z

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

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Observation 6cc3ffb7-6194-4d27-bbf1-9ad76e67152c · outbound

This paper cites Reflection.

Strategic Reflectivism In Intelligent Systems Reflection

Reference 15

Resolution
verified exact
doi, observed 2026-08-07T12:59:34.278027Z

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.

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Observation 94e1751c-f833-4472-b84f-c1b67a69b0d1 · outbound

This paper cites my liberty: Philosophical be-liefs dominated reflection and identifiable victim effects when predicting public health recommendation compliance during the COVID-19 pandemic.

Strategic Reflectivism In Intelligent Systems my liberty: Philosophical be-liefs dominated reflection and identifiable victim effects when predicting public health recommendation compliance during the COVID-19 pandemic

Reference 16

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no resolver link, observed 2026-08-07T12:59:20.411444Z

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source=pdf_text observed=2026-08-07T12:59:20.411444Z digest=sha256:09671ffa4299926a2388018f836a75b1a4f25de9f82bfcd715ae43a9a89007f7

Observation b8994d5a-bed0-4412-8381-4fda684dd35c · outbound

This paper cites Retrieved from https://researchgate.net/publication/370132037.

Strategic Reflectivism In Intelligent Systems Retrieved from https://researchgate.net/publication/370132037

Reference 17

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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.

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Observation dd017b97-f294-4c64-a0e5-7c251aefda46 · outbound

This paper cites Cognition 192, (November 2019).

Strategic Reflectivism In Intelligent Systems Cognition 192, (November 2019)

Reference 18

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verified exact
doi, observed 2026-08-07T12:59:34.094304Z

Source-reported events for the cited work

correction dated 2019-10-26. Source: crossref record 10.1016/j.cognition.2019.104083->10.1016/j.cognition.2019.06.007:correction, observed 2026-07-11T03:12:05.147807+00:00. This notice travels one citation hop only.

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Observation 8a11d14d-e045-47c2-a71b-093be21aadfd · outbound

This paper cites Journal of Intelligence 11, 4 (April 2023),.

Strategic Reflectivism In Intelligent Systems Journal of Intelligence 11, 4 (April 2023),

Reference 19

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no resolver link, observed 2026-08-07T12:59:20.673935Z

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source=pdf_text observed=2026-08-07T12:59:20.673935Z digest=sha256:af544da147e90156d647e19b13ae2d4b5d31b06347d98859e3e4159d01bef60b

Observation 36cdd7cf-188f-4531-8897-7c0365e31425 · outbound

This paper cites Religious Studies (April 2025).

Strategic Reflectivism In Intelligent Systems Religious Studies (April 2025)

Reference 21

Resolution
verified exact
doi, observed 2026-08-07T12:59:33.732149Z

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.

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Observation 866a2f23-0aa0-46ca-b732-1a5816e299f9 · outbound

This paper cites WIREs Cognitive Science (2022).

Strategic Reflectivism In Intelligent Systems WIREs Cognitive Science (2022)

Reference 22

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verified exact
doi, observed 2026-08-07T12:59:33.613719Z

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.

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Observation 011889a8-a71b-45be-b523-1a046af50e7c · outbound

This paper cites Pangu Embedded: An Efficient Dual-system LLM Reasoner with Metacognition.

Strategic Reflectivism In Intelligent Systems Pangu Embedded: An Efficient Dual-system LLM Reasoner with Metacognition

Reference 23

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no resolver link, observed 2026-08-07T12:59:21.110762Z

Source-reported events for the cited work

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Observation e7f3d973-79fb-47d3-8a48-616c1f3674ff · outbound

This paper cites Reasoning Models Don't Always Say What They Think.

Strategic Reflectivism In Intelligent Systems Reasoning Models Don't Always Say What They Think

Reference 24

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no resolver link, observed 2026-08-07T12:59:21.225815Z

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source=pdf_text observed=2026-08-07T12:59:21.225815Z digest=sha256:1c1b9e256680914fd36eba309e6fff851890d1fe42e3448b884a732929fe1205

Observation 7342c6b7-5e9f-47ce-b831-622144ed78ea · outbound

This paper cites Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning.

Strategic Reflectivism In Intelligent Systems Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning

Reference 25

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source=pdf_text observed=2026-08-07T12:59:21.349196Z digest=sha256:56e66529ee7ab10d8a4d8abdadc98465d768419100f2c70deb61503e1ca8afec

Observation 89c7fc7d-7747-4a95-9214-810e4fb38839 · outbound

This paper cites https://doi.org/10.48550/arXiv.2505.21097.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.48550/arXiv.2505.21097

Reference 26

Resolution
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no resolver link, observed 2026-08-07T12:59:21.484654Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:21.484654Z digest=sha256:0259547fd71c82c6af17361a1fadc6c780387c57ac06cbc0d9f9f954410e4a48

Observation 4b17d909-632d-46f0-92bc-027cc2aa742f · outbound

This paper cites Unmasking Conversational Bias in AI Multiagent Systems.

Strategic Reflectivism In Intelligent Systems Unmasking Conversational Bias in AI Multiagent Systems

Reference 27

Resolution
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source=pdf_text observed=2026-08-07T12:59:21.590426Z digest=sha256:e548d95227af3eae7d3726f089afdc45cf9c9bc6fddc65a8b9b6d26be1a0594a

Observation 1bc81500-8bce-4dc3-b60a-00d0a815aab6 · outbound

This paper cites AI Tutors vs. Tenacious Myths: Evidence from Personalised Dialogue Interventions in Education.

Strategic Reflectivism In Intelligent Systems AI Tutors vs. Tenacious Myths: Evidence from Personalised Dialogue Interventions in Education

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:59:33.118212Z

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.

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Observation a888ee1f-af57-42df-8757-a3eb88fe1b91 · outbound

This paper cites In Reflection on intelligent systems: to-wards a cross-disciplinary definition.

Strategic Reflectivism In Intelligent Systems In Reflection on intelligent systems: to-wards a cross-disciplinary definition

Reference 29

Resolution
verified exact
raw_fallback, observed 2026-08-07T12:59:37.567264Z

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=pdf_text observed=2026-08-07T12:59:21.842822Z digest=sha256:4bc7b17c17f386b170b595032ed233751448a63b57cb8e1a58260d1eb4f641d2

Observation bd5e6e27-3310-4003-b89a-65b926e77a2a · outbound

This paper cites Curr Dir Psychol Sci (August 2019), 0963721419855658.

Strategic Reflectivism In Intelligent Systems Curr Dir Psychol Sci (August 2019), 0963721419855658

Reference 30

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verified exact
doi, observed 2026-08-07T12:59:32.826775Z

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.

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Observation 96fe6f49-a3fb-4869-ae60-6d15246d194a · outbound

This paper cites A Systematic Comparison of Syllogistic Reasoning in Humans and Language Models.

Strategic Reflectivism In Intelligent Systems A Systematic Comparison of Syllogistic Reasoning in Humans and Language Models

Reference 31

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no resolver link, observed 2026-08-07T12:59:22.079609Z

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source=pdf_text observed=2026-08-07T12:59:22.079609Z digest=sha256:f554100a2611e7d05d5920e3a5932eb646de733f7779c61f5c6b293de5a18370

Observation 245ef5d4-f666-4863-80ca-9d55e3a29ca4 · outbound

This paper cites https://doi.org/10.48550/arXiv.2504.10903.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.48550/arXiv.2504.10903

Reference 34

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source=pdf_text observed=2026-08-07T12:59:22.369040Z digest=sha256:d2d8825c10c0c38898dc5b114c7c9d6b00dc366c6421afd32b79ad68cdf143ea

Observation 286bd195-f37f-484f-9ce7-f3f0823092b0 · outbound

This paper cites an unresolved cited work.

Strategic Reflectivism In Intelligent Systems Unresolved cited work

Reference 35

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doi, observed 2026-08-07T12:59:32.147025Z

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.

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Observation ba4368aa-6700-40f2-b314-21ff108f7990 · outbound

This paper cites JAMA Network Open 7, 10 (October 2024), e2440969.

Strategic Reflectivism In Intelligent Systems JAMA Network Open 7, 10 (October 2024), e2440969

Reference 38

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no resolver link, observed 2026-08-07T12:59:22.785489Z

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source=pdf_text observed=2026-08-07T12:59:22.785489Z digest=sha256:c5cdd0da4881b656542c8dd7d915ea7d64ea4d144919a7fdb8e9c14f12289666

Observation 63a9ce24-ef64-4bb8-8c4c-8f4b859ab598 · outbound

This paper cites Nat Comput Sci (October 2023), 1–6.

Strategic Reflectivism In Intelligent Systems Nat Comput Sci (October 2023), 1–6

Reference 39

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no resolver link, observed 2026-08-07T12:59:22.904469Z

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source=pdf_text observed=2026-08-07T12:59:22.904469Z digest=sha256:b4ebfe975315a95c89b3e98278899dfacf9eaae74002945d56a25031285d614c

Observation 4d77c2ee-4649-4d6e-8d1f-9ef8561638d0 · outbound

This paper cites https://doi.org/10.48550/arXiv.2505.15392.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.48550/arXiv.2505.15392

Reference 41

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doi, observed 2026-08-07T12:59:31.406881Z

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.

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Observation 5e628cfe-3618-4409-bdee-9c820dd43634 · outbound

This paper cites https://doi.org/10.1145/3708359.3712161.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.1145/3708359.3712161

Reference 42

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no resolver link, observed 2026-08-07T12:59:23.225864Z

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source=pdf_text observed=2026-08-07T12:59:23.225864Z digest=sha256:f90eefbebd9bf09693e4c9618c3b55832311cbea27aeb14b5bcce167e90308e8

Observation a0530e2d-34a1-4659-9e33-4744dea33d14 · outbound

This paper cites Prompting Techniques for Reducing Social Bias in LLMs through System 1 and System 2 Cognitive Processes.

Strategic Reflectivism In Intelligent Systems Prompting Techniques for Reducing Social Bias in LLMs through System 1 and System 2 Cognitive Processes

Reference 44

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no resolver link, observed 2026-08-07T12:59:23.496161Z

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source=pdf_text observed=2026-08-07T12:59:23.496161Z digest=sha256:27e5dddf0bd8e6681bd2eef80b03b07a6a8294661d507b2ee29e65e53159c9fc

Observation eb449a87-838d-46e5-bbd2-a2de81aa8380 · outbound

This paper cites Retrieved May 23, 2025 from https://github.com/skhemlani/mReasoner.

Strategic Reflectivism In Intelligent Systems Retrieved May 23, 2025 from https://github.com/skhemlani/mReasoner

Reference 45

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no resolver link, observed 2026-08-07T12:59:23.596508Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:23.596508Z digest=sha256:ac4a5a38f9301e46d8d81359982b175a4242b31fab7bf91e3056d18660dd27fa

Observation 14021394-b501-4d90-9d4e-f72db05fc73c · outbound

This paper cites Psychol Rev 129, 2 (March 2022), 289–312.

Strategic Reflectivism In Intelligent Systems Psychol Rev 129, 2 (March 2022), 289–312

Reference 46

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verified exact
doi, observed 2026-08-07T12:59:31.058797Z

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.

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Observation 5b4a8720-30af-4f19-919e-3535aa414624 · outbound

This paper cites https://doi.org/10.48550/arXiv.2505.15182.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.48550/arXiv.2505.15182

Reference 47

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doi, observed 2026-08-07T12:59:30.869904Z

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=pdf_text observed=2026-08-07T12:59:23.847038Z digest=sha256:7669c5e6edbd2cc61ae5786338ce309ef200663d85c733eb543710d16d3e3f8e

Observation 1e75a2de-6304-4f53-bbdd-1629fa258d2c · outbound

This paper cites Computers in Human Behavior: Artifi-cial Humans 4, (May 2025), 100160.

Strategic Reflectivism In Intelligent Systems Computers in Human Behavior: Artifi-cial Humans 4, (May 2025), 100160

Reference 48

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no resolver link, observed 2026-08-07T12:59:23.942965Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:23.942965Z digest=sha256:3e596ea1dcec7b528f92c5e793aa2285ef178759e8068bed438aa1c272773d3c

Observation 7cd977a3-1833-4820-a1a3-535a175e2402 · outbound

This paper cites Cambridge University Press.

Strategic Reflectivism In Intelligent Systems Cambridge University Press

Reference 49

Resolution
verified exact
doi, observed 2026-08-07T12:59:30.548556Z

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.

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Observation c2b1271d-6ec4-414d-8c0f-342c7641b515 · outbound

This paper cites https://doi.org/10.1145/3278721.3278752.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.1145/3278721.3278752

Reference 51

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no resolver link, observed 2026-08-07T12:59:24.283845Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:24.283845Z digest=sha256:3de4f20376bc943a24558ef0a71f07268c5083ce88c6fcc4a22631cc24f8effd

Observation 46674865-a08c-41be-9d2c-f07b836583a8 · outbound

This paper cites NEJM AI 2, 2 (January 2025), AIoa2400402.

Strategic Reflectivism In Intelligent Systems NEJM AI 2, 2 (January 2025), AIoa2400402

Reference 52

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verified exact
doi, observed 2026-08-07T12:59:30.284666Z

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.

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Observation 87fc328b-f97d-4243-b6eb-2412de665f1e · outbound

This paper cites The Stanford En-cyclopedia of Philosophy.

Strategic Reflectivism In Intelligent Systems The Stanford En-cyclopedia of Philosophy

Reference 53

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Observation 8d50b4d5-6f68-4013-b74e-91bddff43814 · outbound

This paper cites ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy.

Strategic Reflectivism In Intelligent Systems ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy

Reference 54

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source=pdf_text observed=2026-08-07T12:59:24.613736Z digest=sha256:c9d534a907e15007fd297b032fff5b1593cf5f31d8dc3e4f80ca9f9aee7dc0b9

Observation 082321a5-f489-4507-9774-0bdae9f070b8 · outbound

This paper cites DynamicMind: A Tri-Mode Thinking System for Large Language Models.

Strategic Reflectivism In Intelligent Systems DynamicMind: A Tri-Mode Thinking System for Large Language Models

Reference 55

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source=pdf_text observed=2026-08-07T12:59:24.709120Z digest=sha256:7c66deee6d2d3f40673679ec99dc225223711566c06e552bedd4006e912bd986

Observation a4fcd218-24f4-4bd3-89f4-9ed46bc3b58e · outbound

This paper cites THINK-Bench: Evaluating Thinking Efficiency and Chain-of-Thought Quality of Large Reasoning Models.

Strategic Reflectivism In Intelligent Systems THINK-Bench: Evaluating Thinking Efficiency and Chain-of-Thought Quality of Large Reasoning Models

Reference 56

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source=pdf_text observed=2026-08-07T12:59:24.782504Z digest=sha256:42ffac42f0ff422f211dd95116f4a4db1d31ce5b3049c13f1459ee710cd365f7

Observation 4c9512d6-c63c-4ff0-9b12-0b591e7c70b1 · outbound

This paper cites https://doi.org/10.48550/arXiv.2502.14693.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.48550/arXiv.2502.14693

Reference 57

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source=pdf_text observed=2026-08-07T12:59:24.881626Z digest=sha256:c77700227bb626f5662cb19db8f216eacc85d792224faaf6a3e1da423263a290

Observation 1d58b120-3d82-4e47-aa87-181ac9b20823 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Strategic Reflectivism In Intelligent Systems Understanding R1-Zero-Like Training: A Critical Perspective

Reference 59

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source=pdf_text observed=2026-08-07T12:59:25.072798Z digest=sha256:9a2ae2ded0d63aa2a2e31fb03dc4bcfcb033c02d880fdba1ecb365d0bb5f8e17

Observation 845aa8e9-002c-47b0-a642-54c907bd3197 · outbound

This paper cites Proceed-ings of the National Academy of Sciences 121, 49 (December 2024), e2409191121.

Strategic Reflectivism In Intelligent Systems Proceed-ings of the National Academy of Sciences 121, 49 (December 2024), e2409191121

Reference 61

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source=pdf_text observed=2026-08-07T12:59:25.192850Z digest=sha256:c713f5b940dec365e535e7c0ca299e14c388c32163c4b30c3a3dfd7f04f9821a

Observation 27289df3-36a8-4c23-9698-dc1b3227e5b5 · outbound

This paper cites Retrieved March 30, 2023 from https://openai.com/blog/chatgpt.

Strategic Reflectivism In Intelligent Systems Retrieved March 30, 2023 from https://openai.com/blog/chatgpt

Reference 62

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source=pdf_text observed=2026-08-07T12:59:25.235044Z digest=sha256:9dc0b0d2526c06f383748b9deccd06ff20e6c28751251a347c8c0b7eaa82cdc6

Observation 593fe7e2-6231-4395-88d8-d418e2fefc9f · outbound

This paper cites Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

Strategic Reflectivism In Intelligent Systems Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 63

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source=pdf_text observed=2026-08-07T12:59:25.279053Z digest=sha256:d572d5f16722978c74545405142d54d43f3def022b65d0a5bf851e65879b6f9a

Observation fdb39246-fb3f-4460-9a4e-3e3460b8bbae · outbound

This paper cites PNAS 118, 21 (May 2021).

Strategic Reflectivism In Intelligent Systems PNAS 118, 21 (May 2021)

Reference 65

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source=pdf_text observed=2026-08-07T12:59:25.399199Z digest=sha256:84d4a2a0e840f2469b867528cbd8aa1ac6f3c97df45218e46dc59d9a85bb0863

Observation e2f17e7f-128d-4217-863f-18fb799381b3 · outbound

This paper cites Synergy-of-Thoughts: Eliciting Efficient Reasoning in Hybrid Language Models.

Strategic Reflectivism In Intelligent Systems Synergy-of-Thoughts: Eliciting Efficient Reasoning in Hybrid Language Models

Reference 66

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source=pdf_text observed=2026-08-07T12:59:25.466856Z digest=sha256:281fe9f78697970b70bc6f22c0bd29d33aee249e6651988eb4a01af66b08fd66

Observation c0e44fa2-b328-47aa-aa5d-ae6473b02b81 · outbound

This paper cites Advances in Neural Information Processing Systems 36, (December 2023), Strategic Reflectivism In Intelligent Systems 17 8634–8652.

Strategic Reflectivism In Intelligent Systems Advances in Neural Information Processing Systems 36, (December 2023), Strategic Reflectivism In Intelligent Systems 17 8634–8652

Reference 67

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source=pdf_text observed=2026-08-07T12:59:25.533078Z digest=sha256:347bf4a72003ee0466d1c02ef3380935a985d1a141809fc30c81e4dc4ec0a350

Observation de0f0e6a-dabf-4888-b2c2-38583355e209 · outbound

This paper cites The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

Strategic Reflectivism In Intelligent Systems The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 68

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source=pdf_text observed=2026-08-07T12:59:25.625397Z digest=sha256:c14a4ecc09d3575260370b841596113b5b8b4a7fbd2839764a9ed7d8b06f12d9

Observation 948e96ba-c063-4aa1-9a58-e938e66267e4 · outbound

This paper cites Journal of Be-havioral Decision Making 34, 3 (2020), 322–343.

Strategic Reflectivism In Intelligent Systems Journal of Be-havioral Decision Making 34, 3 (2020), 322–343

Reference 70

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source=pdf_text observed=2026-08-07T12:59:25.751599Z digest=sha256:ed820ec5a8e944b7cefc3357e8231a05c9d0d833431ac0c883832a197109631e

Observation 4aa28291-ca61-4eb4-afd1-7db5e606e8e4 · outbound

This paper cites Meta-Reasoner: Dynamic Guidance for Optimized Inference-time Reasoning in Large Language Models.

Strategic Reflectivism In Intelligent Systems Meta-Reasoner: Dynamic Guidance for Optimized Inference-time Reasoning in Large Language Models

Reference 72

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source=pdf_text observed=2026-08-07T12:59:25.921607Z digest=sha256:eb328d55db0920f088d726e2ae9205affb36ef09762d3839211b24f02dfb823e

Observation 25b2f2d6-5e34-4fe5-af20-282621781563 · outbound

This paper cites Thinking & Reasoning 23, 3 (July 2017), 207–234.

Strategic Reflectivism In Intelligent Systems Thinking & Reasoning 23, 3 (July 2017), 207–234

Reference 73

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source=pdf_text observed=2026-08-07T12:59:25.976263Z digest=sha256:f8a6771d88ef00988e16e0c9165cd1b770a81034a2dd1dfbd26c1350daddf122

Observation 38703b32-60eb-4ba3-ae39-419bbae7dd97 · outbound

This paper cites Psychol Sci 13, 1 (January 2002), 94–99.

Strategic Reflectivism In Intelligent Systems Psychol Sci 13, 1 (January 2002), 94–99

Reference 74

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source=pdf_text observed=2026-08-07T12:59:26.042148Z digest=sha256:09ac0e9da6bb9ea259409daabae7a6241cfdcf8eafd44345fecac295f16b0f20

Observation bc97bfa8-b453-407d-91f8-c38cec6574f7 · outbound

This paper cites an unresolved cited work.

Strategic Reflectivism In Intelligent Systems Unresolved cited work

Reference 76

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doi, observed 2026-08-07T12:59:33.922605Z

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source=pdf_text observed=2026-08-07T12:59:20.809108Z digest=sha256:5a976550d7220254c0a20cba42bb2a1d39c5410413911dc20978b2dc11148503

Observation 54d2acee-0b57-4986-9d05-e32c83371756 · outbound

This paper cites Mem Cogn 45, 4 (May 2017), 539–552.

Strategic Reflectivism In Intelligent Systems Mem Cogn 45, 4 (May 2017), 539–552

Reference 77

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source=pdf_text observed=2026-08-07T12:59:26.163019Z digest=sha256:ad64ec2ab3e56f7664c63fb8bd4f6b858258f023eceed7e7762190645e6d3563

Observation 6f023a88-ad66-4856-bf90-666a5247da9f · outbound

This paper cites Assessing Judging Bias in Large Reasoning Models: An Empirical Study.

Strategic Reflectivism In Intelligent Systems Assessing Judging Bias in Large Reasoning Models: An Empirical Study

Reference 78

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source=pdf_text observed=2026-08-07T12:59:26.281619Z digest=sha256:370d3b3df623c44c51bc0540eaf5791c4dfdebe924c1ed6d484edfd1f94e07c0

Observation 20131db6-378b-4d7e-88c5-28b490db833e · outbound

This paper cites In The Stanford Encyclopedia of Philosophy (Winter 2018), Edward N.

Strategic Reflectivism In Intelligent Systems In The Stanford Encyclopedia of Philosophy (Winter 2018), Edward N

Reference 79

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Observation 449d8978-2835-4eec-b3b4-35d0e3498baf · outbound

This paper cites https://doi.org/10.21203/rs.3.rs-5273334/v1.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.21203/rs.3.rs-5273334/v1

Reference 81

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source=pdf_text observed=2026-08-07T12:59:26.494515Z digest=sha256:ea8da4820ad1ddc936e643c415362fa1617a32d46c7783b2def89ff954b63d29

Observation 1b411f5d-4a75-4c77-be07-8b1c8bd67e9a · outbound

This paper cites In Findings of the Association for Computa-tional Linguistics: EMNLP 2023, December.

Strategic Reflectivism In Intelligent Systems In Findings of the Association for Computa-tional Linguistics: EMNLP 2023, December

Reference 82

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source=pdf_text observed=2026-08-07T12:59:26.573449Z digest=sha256:79c140d19610dd71921d2ac4a3355a08372d6b3bf364c8eb26225db4f226f26a

Observation 57311006-0d41-4289-b96e-70d8094b6ac1 · outbound

This paper cites https://doi.org/10.18653/v1/2023.findings-emnlp.828.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.18653/v1/2023.findings-emnlp.828

Reference 83

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source=pdf_text observed=2026-08-07T12:59:26.636530Z digest=sha256:b9a326fa2a129bf90468ec4f87ac3ab41582ec946114d5ce6943227b4f7d0547

Observation 6f2ff067-7326-4308-a16d-45e33b327e15 · outbound

This paper cites Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time.

Strategic Reflectivism In Intelligent Systems Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time

Reference 84

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source=pdf_text observed=2026-08-07T12:59:26.720252Z digest=sha256:3742f179caa3a9cad5f2c41705bea6d5f3b0078c6793dcad150664d70740aa84

Observation a098fc77-5446-40ee-8841-4e52fbd8b644 · outbound

This paper cites Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models.

Strategic Reflectivism In Intelligent Systems Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models

Reference 85

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source=pdf_text observed=2026-08-07T12:59:26.792078Z digest=sha256:5d853b671a572bd8d47c1e6c6e1fe75699dc9fed3d62dcd5a325751492ca4f76

Observation 6d1a8201-7445-460a-90da-0dc6c57b736a · outbound

This paper cites https://doi.org/10.48550/arXiv.2502.12470.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.48550/arXiv.2502.12470

Reference 86

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doi, observed 2026-08-07T12:59:27.468477Z

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Observation eb3ecaae-9aa6-4217-9e8e-8e6b440dabe3 · outbound

This paper cites Proceedings of the National Academy of Sciences 122, 24 (June 2025), e2426153122.

Strategic Reflectivism In Intelligent Systems Proceedings of the National Academy of Sciences 122, 24 (June 2025), e2426153122

Reference 87

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source=pdf_text observed=2026-08-07T12:59:26.920385Z digest=sha256:e7183bade3420ec91b02a5703e9bfb4d9f0720301eb5ecc8acdb1ef96eea390f

Observation a838d9a3-af12-48fe-8975-6ce46cbfe122 · outbound

This paper cites Wikipedia.

Strategic Reflectivism In Intelligent Systems Wikipedia

Reference 89

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source=pdf_text observed=2026-08-07T12:59:27.032485Z digest=sha256:8ad24c1479e7de3d4d70709b1c5c550fdee2d2f9863617fcfec66b0e24a36512

Observation 1717e117-e34c-4b3b-8b88-d6ce90532035 · outbound

This paper cites Nature 75, 1949 (March 1907), 450–451.

Strategic Reflectivism In Intelligent Systems Nature 75, 1949 (March 1907), 450–451

Reference 1907

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source=pdf_text observed=2026-08-07T12:59:22.603313Z digest=sha256:ef41eed399ad114adef593bcd2c61ec68e03000eb1d530237e2878a9c613415e

Observation f5cbbebe-f562-4ef4-8c8c-5834c2536256 · outbound

This paper cites Retrieved June 18, 2025 from https://hansard.par-liament.uk/Commons/1947-11-11/debates/ab1e1152-6b4a-4d04-ac38-954df6634b08/ParliamentBill.

Strategic Reflectivism In Intelligent Systems Retrieved June 18, 2025 from https://hansard.par-liament.uk/Commons/1947-11-11/debates/ab1e1152-6b4a-4d04-ac38-954df6634b08/ParliamentBill

Reference 1947

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

source=pdf_text observed=2026-08-07T12:59:26.973385Z digest=sha256:c6683b1a51744281119797f2a20c292de6e32c48e88ad635b3ec51fdcafcbd43

Observation 40de2980-5afb-4a74-9c99-54ef9b027618 · outbound

This paper cites University of Minnesota Press, Minneapolis, MN, US.

Strategic Reflectivism In Intelligent Systems University of Minnesota Press, Minneapolis, MN, US

Reference 1954

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source=pdf_text observed=2026-08-07T12:59:25.119662Z digest=sha256:9e796af3d934dd32472958f319fb0a6d4f43b29b0d2b10111a409744393a96db

Observation 0461afea-7855-4925-a097-fa4cae94961c · outbound

This paper cites The Quarterly Journal of Economics 69, 1 (1955), 99–118.

Strategic Reflectivism In Intelligent Systems The Quarterly Journal of Economics 69, 1 (1955), 99–118

Reference 1955

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source=pdf_text observed=2026-08-07T12:59:25.684541Z digest=sha256:444b672ab70a5e39aa3b175a99b2d7c86b63917103794b8041c5dfb1cb7a37c9

Observation 84beec8e-dd4b-400b-a1a8-9fab99e264b4 · outbound

This paper cites Science 185, 4157 (September 1974), 1124–1131.

Strategic Reflectivism In Intelligent Systems Science 185, 4157 (September 1974), 1124–1131

Reference 1974

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source=pdf_text observed=2026-08-07T12:59:26.209706Z digest=sha256:8efbefe7f3599eb454ea90717ca5c9ceb8fb8a9ab68ec50fee472038ca5bf5c7

Observation 4b10e18f-fa30-42c3-92b1-12cb5a309768 · outbound

This paper cites Psychological Review 103, 4 (1996), 650–669.

Strategic Reflectivism In Intelligent Systems Psychological Review 103, 4 (1996), 650–669

Reference 1996

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source=pdf_text observed=2026-08-07T12:59:22.695484Z digest=sha256:451711a7e0fe2e25ec156fd9a72eaf5c3fc97fc95e3c946540ce6dd9b4371d52

Observation d5cdb7ec-8d21-46d5-8ec9-59456b48290a · outbound

This paper cites https://doi.org/10.1017/S0140525X00003435.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.1017/S0140525X00003435

Reference 2000

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source=pdf_text observed=2026-08-07T12:59:25.838791Z digest=sha256:6bd3c4f21137f04f8043af3cb6139f4527bfec3d0fcfdfa8eced57fe863d336a

Observation b4eaffc8-7b0e-4d82-a5b7-cfb7131e08a9 · outbound

This paper cites In Heuristics and Biases: The Psychol-ogy of Intuitive Judgment, Dale Griffin, Daniel Kahneman and Thomas Gilovich (eds.).

Strategic Reflectivism In Intelligent Systems In Heuristics and Biases: The Psychol-ogy of Intuitive Judgment, Dale Griffin, Daniel Kahneman and Thomas Gilovich (eds.)

Reference 2002

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source=pdf_text observed=2026-08-07T12:59:23.366520Z digest=sha256:da139873e0a72961866865f6c1423f6048b23c533f47832856ac51776bff7b9e

Observation fc0e42d0-92ae-4588-9338-b5f67e47812c · outbound

This paper cites https://doi.org/10.1002/bdm.542.

Strategic Reflectivism In Intelligent Systems https://doi.org/10.1002/bdm.542

Reference 2006

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no resolver link, observed 2026-08-07T12:59:25.341641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:25.341641Z digest=sha256:a20a0b9b6409611e10e68add6915d08f34b1c93f768a001289b5f6c838cf4483

Observation 274aeda7-e462-481b-b824-696e1fb6ca48 · outbound

This paper cites Thinking & Reasoning 13, 4 (October 2007), 321–339.

Strategic Reflectivism In Intelligent Systems Thinking & Reasoning 13, 4 (October 2007), 321–339

Reference 2007

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verified exact
doi, observed 2026-08-07T12:59:32.572413Z

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=pdf_text observed=2026-08-07T12:59:22.211837Z digest=sha256:7fe7e4ca55a75de9f59cdd9b460f032ae3e2a5e3a6a1a4996fe8faa7af228850

Observation 16e10e6f-2400-4c0c-8040-849087bacc5e · outbound

This paper cites Philosophy Compass 3, 5 (September 2008), 1049–1065.

Strategic Reflectivism In Intelligent Systems Philosophy Compass 3, 5 (September 2008), 1049–1065

Reference 2008

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verified exact
raw_fallback, observed 2026-08-07T12:59:38.451394Z

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=pdf_text observed=2026-08-07T12:59:19.168275Z digest=sha256:1d8d6dccdc316861408241c71ace5acec0f0ae8f7f3a06226510697f4c13bb4a

Observation 892857fa-83b9-48f3-996d-ce856a93d7c5 · outbound

This paper cites Science 330, 6004 (October 2010), 686–688.

Strategic Reflectivism In Intelligent Systems Science 330, 6004 (October 2010), 686–688

Reference 2010

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no resolver link, observed 2026-08-07T12:59:26.426279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:26.426279Z digest=sha256:2fb3ab49ca7e339cb04f0f8532a90cbff37a10d3c4305b8f8d8f798454a94e5b

Observation 898caf84-9e77-4c71-b5ca-4013522817e9 · outbound

This paper cites Cognitive Psychology 63, 3 (November 2011), 107–140.

Strategic Reflectivism In Intelligent Systems Cognitive Psychology 63, 3 (November 2011), 107–140

Reference 2011

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doi, observed 2026-08-07T12:59:28.631805Z

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=pdf_text observed=2026-08-07T12:59:26.074525Z digest=sha256:12ef43d37272b9f7a99d7ddc24f97eb765c8e486a3e685c31613df26a199f9f8

Observation e47a0e5a-3b56-4a85-8066-589c41f1eb73 · outbound

This paper cites Perspectives on Psychological Science 8, 3 (2013), 223–241.

Strategic Reflectivism In Intelligent Systems Perspectives on Psychological Science 8, 3 (2013), 223–241

Reference 2013

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no resolver link, observed 2026-08-07T12:59:22.300822Z

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source=pdf_text observed=2026-08-07T12:59:22.300822Z digest=sha256:58adf291e364dd44c2da6d8b2e0a5464de38c08fceea76b609a06a60c8e380a1

Observation b99e19cd-e7f1-4857-8c9c-576a56a02b55 · outbound

This paper cites Philos Public Aff 42, 1 (January 2014), 3–41.

Strategic Reflectivism In Intelligent Systems Philos Public Aff 42, 1 (January 2014), 3–41

Reference 2014

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verified exact
doi, observed 2026-08-07T12:59:31.574383Z

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=pdf_text observed=2026-08-07T12:59:23.021603Z digest=sha256:ce4c97acb7f862b502d721de05d77ed54c889d1a8de7fd0527bdf807e231b7d1

Observation d3595ed3-e463-4fab-b937-bbc2cf4c21ee · outbound

This paper cites Retrieved April 17, 2021 from https://byrdnick.com/archives/11072/the-bias-fal-lacy.

Strategic Reflectivism In Intelligent Systems Retrieved April 17, 2021 from https://byrdnick.com/archives/11072/the-bias-fal-lacy

Reference 2017

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no resolver link, observed 2026-08-07T12:59:19.373741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:19.373741Z digest=sha256:2827443b2bb2b73a3b810ba302b771e8023b9e82321cbb372ea6a3d1646d494f

Observation 0397b394-fa65-4a46-a1f4-3479554ad495 · outbound

This paper cites an unresolved cited work.

Strategic Reflectivism In Intelligent Systems Unresolved cited work

Reference 2018

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no resolver link, observed 2026-08-07T12:59:24.161497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:24.161497Z digest=sha256:9b9e5a03a019e913bf937f1d66be897cbdb3df4727a5321396b49c2d4a593883

Observation f299cf83-f340-499e-8f5d-74f6ff79e8f9 · outbound

This paper cites Retrieved from https://re-searchgate.net/publication/344207716.

Strategic Reflectivism In Intelligent Systems Retrieved from https://re-searchgate.net/publication/344207716

Reference 2019

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verified exact
raw_fallback, observed 2026-08-07T12:59:38.172872Z

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=pdf_text observed=2026-08-07T12:59:19.476333Z digest=sha256:9d392e99e545c9748c03cc0a6d1ba610a04013c3cf8238aa09b8600154c19264

Observation 547ee965-8614-47dd-9c28-c78373045cbf · outbound

This paper cites Behavioral and Brain Sciences 43, (ed 2020).

Strategic Reflectivism In Intelligent Systems Behavioral and Brain Sciences 43, (ed 2020)

Reference 2020

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no resolver link, observed 2026-08-07T12:59:24.980925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:24.980925Z digest=sha256:02a281f9c9bf8871820cbbbfcd58457becf407453e570494b027f195c7024f5a

Observation 1ed9d2e9-9187-4e7d-b596-ebf828439e9b · outbound

This paper cites Philosophy Compass 16, 11 (2021).

Strategic Reflectivism In Intelligent Systems Philosophy Compass 16, 11 (2021)

Reference 2021

Resolution
verified exact
doi, observed 2026-08-07T12:59:35.106563Z

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=pdf_text observed=2026-08-07T12:59:19.694433Z digest=sha256:7db8158021ea5f6d1511c50d55241cdf7551820de5a43c9f064af00d32f240d4

Observation 85dd6443-c194-4d91-968e-b51cb4214e54 · outbound

This paper cites Metaphilosophy 53, 1 (2022), 53–69.

Strategic Reflectivism In Intelligent Systems Metaphilosophy 53, 1 (2022), 53–69

Reference 2022

Resolution
verified exact
doi, observed 2026-08-07T12:59:34.856842Z

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=pdf_text observed=2026-08-07T12:59:19.825720Z digest=sha256:5507f320d0e942789771695c7593c5bee0068df72d11892a2f2002e9ddb31bbf

Observation 12eccbd3-804f-4cac-ba11-ac5c514394fb · outbound

This paper cites an unresolved cited work.

Strategic Reflectivism In Intelligent Systems Unresolved cited work

Reference 2023

Resolution
verified exact
doi, observed 2026-08-07T12:59:35.526049Z

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=pdf_text observed=2026-08-07T12:59:19.059447Z digest=sha256:3849a47d29ab93c3e7d0b7978cd027d5756e77af9201474eed520accd95a98a0

Observation 12f603c9-eafb-47fe-97ab-737aa193be02 · outbound

This paper cites Retrieved January 3, 2024 from https://www.psychologyto-day.com/intl/blog/upon-reflection/202401/why-does-size-matter-in-large-lan-guage-models.

Strategic Reflectivism In Intelligent Systems Retrieved January 3, 2024 from https://www.psychologyto-day.com/intl/blog/upon-reflection/202401/why-does-size-matter-in-large-lan-guage-models

Reference 2024

Resolution
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no resolver link, observed 2026-08-07T12:59:20.055102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:20.055102Z digest=sha256:e3fddf0b41ccaa026ff4ee498bed23e0755f5a4985fbd4a86b07dc3182f1322a

Observation 6fbd3d8e-4933-495f-a8a3-73331845ac5b · outbound

This paper cites Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models.

Strategic Reflectivism In Intelligent Systems Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models

Reference 2025

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local_arxiv, observed 2026-08-07T12:59:35.841494Z

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

source=pdf_text observed=2026-08-07T12:59:18.911017Z digest=sha256:249c0a142ca319fdb4e4f2e046b0e1434ffc326efca1464b146a508950514873

Pith citing papers

No inbound Pith citation observations are available.