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Paper Citation Record · LEDGER

Towards Understanding the Cognitive Habits of Large Reasoning Models

As of 10 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2506.21571.

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

pith.paper-citation-record.v1
2506.21571 v3

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:07:59.442878Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

62 of 62 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved60
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 572b28d4-ba1e-414e-904e-46382a25fdda · outbound

This paper cites online" 'onlinestring :=.

Towards Understanding the Cognitive Habits of Large Reasoning Models online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:55.158578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:55.158578Z digest=sha256:5cc01704da99de7ee3afae753f09f874f1a4231fa04cf1033fabc7461f5a33a4

Observation a58511c7-ad75-46d1-ae9d-e2a5a8e8ef0f · outbound

This paper cites write newline.

Towards Understanding the Cognitive Habits of Large Reasoning Models write newline

Reference 2

Resolution
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no resolver link, observed 2026-08-07T04:07:55.232588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:55.232588Z digest=sha256:ec02f434e7099495c3cbb68a1d0d353515d776dc3f7b9989614b5ce80118e806

Observation d6014f68-6faa-4e2f-9128-8cb6863fbfbd · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:05.608258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:55.320588Z digest=sha256:9e04137c75ca23de699488173fd15eb26f43313e45464ab4dfb297b1f625fba6

Observation 767633b5-afcf-45ea-9b91-859a4672b84f · outbound

This paper cites Qwen2.5-VL Technical Report.

Towards Understanding the Cognitive Habits of Large Reasoning Models Qwen2.5-VL Technical Report

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:55.358005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:55.358005Z digest=sha256:dc454e71d3154db28f409d9c15351a89c815df5140673cb4ad441e3b353b5d0a

Observation 7cae5e2d-6c2e-4a0a-9b57-257ea0bb3d8a · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Towards Understanding the Cognitive Habits of Large Reasoning Models Constitutional AI: Harmlessness from AI Feedback

Reference 5

Resolution
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no resolver link, observed 2026-08-07T04:07:55.445145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:55.445145Z digest=sha256:b1dc8745414757d33ba1b7a2702c3a72f849713576e354cfb607039ef4e238dd

Observation 3ba0ea05-d012-4758-9ba9-b07254d8ac48 · outbound

This paper cites Guan, Aleksander Madry, Wojciech Zaremba, Jakub Pachocki, and David Farhi.

Towards Understanding the Cognitive Habits of Large Reasoning Models Guan, Aleksander Madry, Wojciech Zaremba, Jakub Pachocki, and David Farhi

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:05.371673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:55.532588Z digest=sha256:2109b020d71cbf4ef5096abcceb4feea0f598556676f47cdd48d2ce263b063b9

Observation 4e1f8cf8-62cf-4317-802c-f6c5c259be06 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:55.621422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:55.621422Z digest=sha256:f8d77af2f2251ee24b10f978f5d2bbf875029de79ed3a53908689443dddb24bc

Observation 8b92d3b3-abb8-4751-8b85-d3a41bdd2683 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

Towards Understanding the Cognitive Habits of Large Reasoning Models Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:55.678453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:55.678453Z digest=sha256:c617c381faf4909c4016e600df938928fed8b8e7fd043fc976e1f761a2e07e4e

Observation e81cc5bf-5a7c-46bb-aabe-9b8acfeed8a3 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:05.041894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:55.776450Z digest=sha256:5f690c5f6405559e1095826d8ceabc336c126cc7116e7d85bfb91f474fd070f4

Observation b29a6627-d8a8-4cf9-9c7e-fd1042dbb0f1 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:04.857524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:55.863163Z digest=sha256:53ded26d67a1e3d70dffdd9b8519474a18b22aabd6054cf5e0e9b342304aed42

Observation 4760351a-9cc5-4941-b4af-143857baf8d2 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:04.712246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:55.951368Z digest=sha256:f8441715506fbf155e44fc5c5a49dd0a8cde89510282e236f8413225a852f9ce

Observation 2076e2ee-0eb9-4d83-99db-b0e98a8e536c · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:04.566843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:56.040663Z digest=sha256:18895c8a1a8547193e7f3c8f1afeece48683442d492cf9139da3ef7e278eec42

Observation f8365a06-b5b3-403e-a081-f305f460d807 · outbound

This paper cites Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs.

Towards Understanding the Cognitive Habits of Large Reasoning Models Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:56.120329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:56.120329Z digest=sha256:9362f5914479183616bbb8deb3b5af554ef14788a5e83c8c762f4f737fd3fd60

Observation bf5d3d7e-f8ea-44a0-b6c6-53d870f680ff · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:04.453094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:56.210377Z digest=sha256:5b3345c67b14e4a32930a1f879c59d1ded32c91546460871d5ee0c31899601f4

Observation d26efe52-e749-4d62-9209-0bb1d6082afe · outbound

This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.

Towards Understanding the Cognitive Habits of Large Reasoning Models rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:56.268149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:56.268149Z digest=sha256:4367df6984ca5145b0637b36fa3ff295b4e3d3a60d65afb8e040938bd7528b88

Observation 94aee24c-e540-4e41-add2-184310f2a2ab · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Towards Understanding the Cognitive Habits of Large Reasoning Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:56.349099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:56.349099Z digest=sha256:9991479b4846109e8c887a5c4a3b9aa22bfbd3c3aa9a8c1c56fdba1a50037da5

Observation 0889eba4-79b1-4aae-8a78-87df44594ca4 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:04.328392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:56.434948Z digest=sha256:16e46c9b89fde3793f8906e39ce506b35d8691cd2792c90c658a55ff013eaa67

Observation 1c50fcaa-fff0-4c58-b6e5-afa21e41ffde · outbound

This paper cites GPT-4o System Card.

Towards Understanding the Cognitive Habits of Large Reasoning Models GPT-4o System Card

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:56.522867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:56.522867Z digest=sha256:9e4b617fcd51c70c7dbae4c0d2895a46a8bf0370cd478277cc04c438253ec953

Observation 4e41f175-445c-4ae2-8f23-47d912d96882 · outbound

This paper cites OpenAI o1 System Card.

Towards Understanding the Cognitive Habits of Large Reasoning Models OpenAI o1 System Card

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:56.583719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:56.583719Z digest=sha256:d9aabec83fedfe6799de06e7f1a4b2a74c0ec8c79f49dbce20858a479bb5b97e

Observation 5ac43106-720c-452b-bb1c-76202c7f50bd · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:04.203960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:56.672764Z digest=sha256:47122a3f7d9a2a25826d7612a83714e3b15a65cc64f1f9993ec0f4130d65166a

Observation 11ea84e4-73ff-470d-a8bd-7077c0d30746 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:56.785674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:56.785674Z digest=sha256:8edb279756fff6a7a36e3db9821bf95916ac1ffb86a3980aba97840b97cabf6c

Observation 7f6a8dce-aef0-4231-858b-ce25fc2a1b37 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:56.879694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:56.879694Z digest=sha256:c749a93a5853a9144c6df0db0e1c90f0d2048f74b945a1905aec2e799d67dd2e

Observation 1b56d05f-2bca-487a-9b59-e4a2b5b83965 · outbound

This paper cites AI Awareness.

Towards Understanding the Cognitive Habits of Large Reasoning Models AI Awareness

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:07:59.986360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:56.961732Z digest=sha256:584743d88247f06ac9609e3497d1195ac6d16f62f4007e9144b49875f9b1ea69

Observation c012a57f-c726-4c9d-830e-d8cd395a6198 · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

Towards Understanding the Cognitive Habits of Large Reasoning Models From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:57.025123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:57.025123Z digest=sha256:27758981784053d222d8b83c868185ef5c86eb6a27fe0ab535ca44ddfec103d9

Observation 230e85f7-79f6-4e30-93f2-7a5b4f164e8d · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:04.055733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.105162Z digest=sha256:f3bda9c941a26f5cfc96683c1e11c2a2272ed1a3578cc81667b8d919c29e5f2a

Observation 3acf38da-7121-45ad-82b4-2177258c7512 · outbound

This paper cites DeepSeek-V3 Technical Report.

Towards Understanding the Cognitive Habits of Large Reasoning Models DeepSeek-V3 Technical Report

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:57.168883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:57.168883Z digest=sha256:d498336159cc34d67f10bfac5c83d7d1fd90e1389b24067ea826b62c75665843

Observation 23dada1e-5cac-44d2-bfe2-0f693faff405 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:03.890488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.254418Z digest=sha256:c6cf1d9ae90f5dfa7f04c48df2180b53372c18691106b833aed7b01caffca561

Observation 4358d105-6a07-4513-9fc3-e117bc3df79e · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:03.742329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.342105Z digest=sha256:39d7d5eeff0af145ae9681ea1d685d269267def3665a03b6fae080a780529527

Observation 9ba86dd6-c07e-4650-a252-a23263490293 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:03.587566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.394327Z digest=sha256:99c3a931e364f8ee32dda7d9c5879fba6a4af8df776b22a6a85b2ab8e43201da

Observation 23be6d21-5cf7-42b0-adb3-8dbabcedf0ec · outbound

This paper cites s1: Simple test-time scaling.

Towards Understanding the Cognitive Habits of Large Reasoning Models s1: Simple test-time scaling

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:57.458546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:57.458546Z digest=sha256:79dacf1b45bfd0741e3b2707602a6b873a0ed1d174b128e4b47d9f54b6a7aa4d

Observation 776562b4-cecb-47a5-baf1-c51f6bf64b4d · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:03.399034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.502884Z digest=sha256:a0dc9706e61513ede4de71604a354f0e17c0703f9460d55f1db8ddd58c4e3fd3

Observation 01ef914a-205f-4c9d-ab03-baa08cec6a28 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:03.256533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.570926Z digest=sha256:37383737fcc3b55ba63662b05c83e37dfa1ba58dbb24b442587f9366c18cc0a6

Observation 80f88af8-46d1-422a-b418-7f3220610d16 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:03.101905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.631751Z digest=sha256:37f8657b5b059ecc88aae718f151938368096e3566e98fb6defd6eca9ce3baed

Observation 3c7ead1d-40b0-407d-851d-c414e6437432 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:02.918478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.690183Z digest=sha256:04028b9b58f0f73627e7097e229682582ff869ce0fe6e85c0040fd429cbef269

Observation 8bada523-0b6f-413b-848e-6bab2040e6f6 · outbound

This paper cites Do LLMs Possess a Personality? Making the MBTI Test an Amazing Evaluation for Large Language Models.

Towards Understanding the Cognitive Habits of Large Reasoning Models Do LLMs Possess a Personality? Making the MBTI Test an Amazing Evaluation for Large Language Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:57.747616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:57.747616Z digest=sha256:4b292802e423db6e861c2722359cd6f66d40fb0bf85e6c1540ec83113aab597f

Observation eea17795-1f3d-469a-9bb0-f3dcf3a30d0e · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:02.802062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.790713Z digest=sha256:7f7165f3de72f8ab63bd179efe1192ed84f5bdef35abd2b3fa300791af68a146

Observation ef42da2d-92f2-4120-b5a8-2323673aa48e · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:57.834344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:57.834344Z digest=sha256:d9838747c8481d0e5b1f9dbeccf885be870c34e66810e1cb78de77851c903a09

Observation c2a1b675-2d55-4456-a925-8e22bbe52cb1 · outbound

This paper cites CBEval: A framework for evaluating and interpreting cognitive biases in LLMs.

Towards Understanding the Cognitive Habits of Large Reasoning Models CBEval: A framework for evaluating and interpreting cognitive biases in LLMs

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:57.886410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:57.886410Z digest=sha256:351954ccd69ace3da489b9d657666586202ba7005360e5bbe88c6ea5a1e05436

Observation 410b47b1-e758-40f8-9d7f-78d13371311c · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Towards Understanding the Cognitive Habits of Large Reasoning Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 39

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no resolver link, observed 2026-08-07T04:07:57.938889Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T04:07:57.938889Z digest=sha256:93cabbe7fc483532393665cca5c0bd5eddeb909744b6c624cc47eb00281516d8

Observation e5f05ae8-0538-469b-81df-5135271323cd · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 40

Resolution
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raw_fallback, observed 2026-08-07T04:08:02.664781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:57.994393Z digest=sha256:7fddcc91af16d58fc94d0fadcb5e35c32fa6d5892c0a3c72e63e9e55a24f5512

Observation c44c0d0a-7aea-48c0-b339-008759508f4e · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:02.442771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:58.055927Z digest=sha256:bf19efa87f9a67c3b24827e2645e2d93da999d745d12d0d2eba49ed7e5f64918

Observation 67cef409-0c83-4038-82ff-498159123f2e · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Towards Understanding the Cognitive Habits of Large Reasoning Models Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 42

Resolution
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no resolver link, observed 2026-08-07T04:07:58.123072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.123072Z digest=sha256:0aef696e703acb47d17919c710ee3674616a6930c7a2034c68a6cc24d1686b16

Observation a0ef28f2-85e2-4d2d-bcc8-5ba00272fc69 · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

Towards Understanding the Cognitive Habits of Large Reasoning Models Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 43

Resolution
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no resolver link, observed 2026-08-07T04:07:58.177591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.177591Z digest=sha256:e9ced423a9c6b76ccaa8605df840c7defc88c233834abd9403e6e74334515498

Observation 064ac02f-6b4e-4d51-a035-354afcc7ba8c · outbound

This paper cites Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective.

Towards Understanding the Cognitive Habits of Large Reasoning Models Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective

Reference 44

Resolution
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no resolver link, observed 2026-08-07T04:07:58.233772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.233772Z digest=sha256:4e9e361d5a6d64d1f6e6f190cae9e2606f028a3bfe6c774853adedf355d40186

Observation f2d10a4b-0241-4795-ad1d-ec004289de9f · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:58.296277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.296277Z digest=sha256:1e1301b0721357760a25abd0377a753cd936bcf7f0304f486bd8582f4af85a3c

Observation 65965944-89f2-4f0f-81c2-e3b67d4646d0 · outbound

This paper cites Chain-of-Thought Reasoning Without Prompting.

Towards Understanding the Cognitive Habits of Large Reasoning Models Chain-of-Thought Reasoning Without Prompting

Reference 46

Resolution
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no resolver link, observed 2026-08-07T04:07:58.365116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.365116Z digest=sha256:35efe63c6e2a5f3c82bc2cb83b7de1228c50ed3043660de32767f050f7af4600

Observation 91578d4b-80ff-49bd-963c-842e3083d5b4 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:58.433999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.433999Z digest=sha256:03cc5d5181ebd04fa1539ee513dcba10cd76e507998db3f478f8dc43d6419ec9

Observation f8962d96-f2f8-48e6-81d6-47e40e7fa886 · outbound

This paper cites Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs.

Towards Understanding the Cognitive Habits of Large Reasoning Models Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:58.496937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.496937Z digest=sha256:fdf5d70d5ad69460aad150ebae8d0093f5d25b6d9767dc9fe3bc2f2eb4da1b69

Observation e062132a-0560-4064-93fa-c6dea8c79580 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:02.186144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:58.549645Z digest=sha256:25a1b1876497bba983cc7e92d77862c0e2aaea0a6a2db4e4543c6e3ec7748444

Observation cad6b4bf-89ab-48f7-be41-450a32bb2df8 · outbound

This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.

Towards Understanding the Cognitive Habits of Large Reasoning Models Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:58.601350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.601350Z digest=sha256:4a6559a579988e502526aba1480e0264e645515b9b7e208382522780b944aec8

Observation f7499a18-96a0-4b4d-99a3-67f7c6907a1f · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:01.950437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:58.656651Z digest=sha256:1ec5cd46fe3fdc9ba7756c32c489ace1d7c4962f017fe358bace4b6efcfd1171

Observation 7b27f0bd-635a-4c7f-a7e8-78af910b0508 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:01.745998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:58.702294Z digest=sha256:15ee20470879dd8d7256b47a3704e9d260da403942313b114bfe90c8d14aea01

Observation 3fbf4470-5515-4721-bf7e-699073c3567d · outbound

This paper cites Qwen3 Technical Report.

Towards Understanding the Cognitive Habits of Large Reasoning Models Qwen3 Technical Report

Reference 53

Resolution
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no resolver link, observed 2026-08-07T04:07:58.766639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.766639Z digest=sha256:54b4caab2872c062b8d45cbdc49afdb52e7aad4e8f7a9727770056b6345ae568

Observation 54709b8a-8e93-4467-bc7a-7029ac83d13a · outbound

This paper cites Qwen2.5 Technical Report.

Towards Understanding the Cognitive Habits of Large Reasoning Models Qwen2.5 Technical Report

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:58.850658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:58.850658Z digest=sha256:1bea1c1d417bf9ad5ea148fbec33ad76e61b1ddf820abfcabbd4ee73ce504c7e

Observation d93d3987-bc99-4c42-a4be-fff449487fc1 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:01.581427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:58.934670Z digest=sha256:05a000c266093e9c06ad67994378a17a033f595ac5b13967fee41aa1e14359fa

Observation 3b029258-6a55-4ed5-869c-ecd31831dcd9 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

Towards Understanding the Cognitive Habits of Large Reasoning Models Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:59.021127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:59.021127Z digest=sha256:d30bc2f14f8975013450fb5fc9be1189371ac9770d13b9cd9ab490a50f9ad06d

Observation 5ce52080-7b79-4e78-babc-582d94f7762f · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:01.346523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:59.104824Z digest=sha256:0c3445abe258ce71eb21d333d4fc775dea6ff53a961a0679e59f891277370a0b

Observation cc7f24cf-ec32-476d-8adb-021143ca7968 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:00.998165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:59.195883Z digest=sha256:9f5023702ced4be2f0e92e1129a3288eadfed84b7627128fc17b4c47f4686aa5

Observation 8452a6c2-2aee-47dd-85ae-9042fa3a85f4 · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:00.717596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:59.268003Z digest=sha256:5a9bae29b716eaeee8bed0362ed3592b31917165d84d20a5b0e65350833b15fa

Observation 6c6ffd14-ac0e-473f-9198-6b865a174b9e · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

Towards Understanding the Cognitive Habits of Large Reasoning Models Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:59.349772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:59.349772Z digest=sha256:26ab37ff247b7507bed0164a2d1254292ca16f6304ca7f6daa9397bb181232a2

Observation e2596265-bc4c-4521-a674-9059a3bb12fe · outbound

This paper cites How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study.

Towards Understanding the Cognitive Habits of Large Reasoning Models How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:59.370444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:07:59.370444Z digest=sha256:5611e07466275a05b4a9ce4b6da2f4292f96a159971bad1f380bf644ca0f6f3d

Observation c7c84253-755d-4ca9-be65-2283f278c28c · outbound

This paper cites an unresolved cited work.

Towards Understanding the Cognitive Habits of Large Reasoning Models Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:08:00.387359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T04:07:59.442878Z digest=sha256:9d0313e0ed9c6ed50c789a3050c869960626848fa64362d382042bbdbcb96a27

Pith citing papers

No inbound Pith citation observations are available.