Pith. sign in

Paper Citation Record · LEDGER

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

As of 19 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 13 inbound Pith citation observations for arXiv:2506.09250.

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

pith.paper-citation-record.v1
2506.09250 v2

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:58:02.162571Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:24:06.728453Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T21:44:22.791093Z

Reference resolution

5 of 5 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3f23b4e7-b6a8-4e82-83bf-fe591853625c · outbound

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

Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T04:58:01.846195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:58:01.846195Z digest=sha256:33898fe361cfbacac6dc2ef70d1efca5bed71500800b5c5a008cd9995ff708be

Observation c52077f2-768c-4fe1-9a7e-0461380d4051 · outbound

This paper cites an unresolved cited work.

Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:58:02.890551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T04:58:01.895290Z digest=sha256:8324b123a5c5e1b3336a2acd02ac0e052fb66ffbc31ff358b6ad00e874c462b4

Observation 37312ab4-eee4-4ae7-86d6-f13e3cc2f372 · outbound

This paper cites an unresolved cited work.

Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:58:02.655469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T04:58:01.975089Z digest=sha256:305edf93ab5432b8d82c2c4c311de7f82ebd68fd1cf98cce0baee5ec52a2199c

Observation a891dd62-06eb-4dbe-83c2-7723152abda1 · outbound

This paper cites River Crossing Problems: Algebraic Approach.

Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity River Crossing Problems: Algebraic Approach

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T04:58:02.046858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:58:02.046858Z digest=sha256:cc292d154c8b6afa633a3c05437904203d22436eb1f1197bcc58be873972c06d

Observation af2d9fd2-a05b-4833-ade4-7ab19e853dae · outbound

This paper cites and Thi´ ebaux, S.

Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity and Thi´ ebaux, S

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:58:02.417221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T04:58:02.162571Z digest=sha256:5ec1eddb16b668eb22a0f7332d7c8cc80c0b9eadebea887cae90bd7f06b7483c

Pith citing papers

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

Strategic Reflectivism In Intelligent Systems cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:59:25.279053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:25.279053Z digest=sha256:d7675ec63568fc7983d81b7807fd1f9f775702e75f747a2f65f46e8c6def4582

Observation dcdc4e81-3748-4984-8667-328f074cadac · inbound

A Comment On "The Illusion of Thinking": Reframing the Reasoning Cliff as an Agentic Gap cites this paper.

A Comment On "The Illusion of Thinking": Reframing the Reasoning Cliff as an Agentic Gap Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T23:19:34.743595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:34.743595Z digest=sha256:f76ba0009948ae723750c9a8ec20f73d792c53d9e684cb8c2beb3e30246bf49a

Observation 4e6cd527-9716-4b9e-bc1e-f7bdfbd59377 · inbound

Do LLMs Overthink Basic Math Reasoning? Benchmarking the Accuracy-Efficiency Tradeoff in Language Models cites this paper.

Do LLMs Overthink Basic Math Reasoning? Benchmarking the Accuracy-Efficiency Tradeoff in Language Models Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-19T06:27:07.282670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-19T06:25:12.799097Z digest=sha256:6c0798145560139052928452571fd515715af70bbaa38d14417fccbba823603d

Observation 87bb9602-1232-4b6a-b6c4-a490bea43c79 · inbound

To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions cites this paper.

To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T18:22:15.958575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:22:15.958575Z digest=sha256:8aacb46f4839b0bb5733574d9cf1f6cea8e36d9819d63a6e7e4640c433e48716

Observation 98e8d496-4443-496b-93b1-e4626f5d5711 · inbound

Are LLM Belief Updates Consistent with Bayes' Theorem? cites this paper.

Are LLM Belief Updates Consistent with Bayes' Theorem? Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T18:24:06.728453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:24:06.728453Z digest=sha256:f51886b384b377f64f15cecb842f9269d88ce9e500ed6ed5a962eb21a31b2ced

Observation 0e9c8d27-9ee0-4730-adbb-bffd67ec0f84 · inbound

CoreThink: A Symbolic Reasoning Layer to reason over Long Horizon Tasks with LLMs cites this paper.

CoreThink: A Symbolic Reasoning Layer to reason over Long Horizon Tasks with LLMs Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T13:05:32.839266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:05:32.839266Z digest=sha256:4838c88f32cf1d3905aa86ad9d92659904f47e5b847790392ef4ee959f4cc877

Observation f66b83c6-4914-4661-a557-57ddbfae18f3 · inbound

Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems cites this paper.

Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-15T16:40:30.598306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:40:30.598306Z digest=sha256:69b032b3763144ab99a0ccd0c955299911b87476ccf936522af46d808dca9afa

Observation 95f7c1ce-215f-4af5-a410-811e6af722e2 · inbound

Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems cites this paper.

Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-15T16:40:30.601823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:40:30.601823Z digest=sha256:d003b239bc60de5f33612b0f514896753f23339336666ee559978e3befea1e11

Observation b118e5d5-d2c1-4b5c-82ec-c2b56c0c7f4c · inbound

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards cites this paper.

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-18T14:26:28.262461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-18T14:24:48.666197Z digest=sha256:50c9d83762736805af26ae06d5835d009e3755a9d74eb49b9610873041302850

Observation 422a05cb-4e46-44ec-99bc-dbe6b1e6b382 · inbound

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards cites this paper.

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T15:48:29.490026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:48:29.490026Z digest=sha256:338b250290141b3de9004f87354c456a7087dffe35d900659d7fe33e714ee7f7

Observation 1b96a92c-3a51-46d2-bcd2-45127c07d83b · inbound

Artificial Phantasia: Emergent Mental Imagery in Large Language Models cites this paper.

Artificial Phantasia: Emergent Mental Imagery in Large Language Models Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-21T21:44:22.793629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-21T21:41:39.111769Z digest=sha256:06d64d6c6d43ea464d9dc1f1eb1c0c3519d1b17df7ed9052f0947a611b88d990

Observation 183f2064-86eb-4bff-adea-8514d341c03b · inbound

LEAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning cites this paper.

LEAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-15T14:35:55.721230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-15T14:34:14.413131Z digest=sha256:94fe313892411960ff02343097eddb548063921ced9c1f6ee602ee99f4b722d6

Observation db09f129-32fa-4ab9-bd4d-33655e2e67d1 · inbound

Protoreasoning in Tiny Transformers cites this paper.

Protoreasoning in Tiny Transformers Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T12:24:29.051687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:24:29.051687Z digest=sha256:77a47f5da2be364d17a55f97fc82b83f64496aa19806a32fb608d587cc9d4506