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Paper Citation Record · LEDGER

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions

As of 13 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2608.07968.

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

pith.paper-citation-record.v1
2608.07968 v2

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:41:01.859522Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

79 of 79 outbound references displayed

  • verified exact3
  • verified fuzzy24
  • unresolved50
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0891c03e-988f-42cd-a3ac-fd3906027c5c · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 1

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source=arxiv_source observed=2026-08-12T00:41:01.381687Z digest=sha256:01470562f3187d0c6b99397646a7a439a4ae6b042b9ad399bbc323aecd92548f

Observation c36e2aa2-dddd-4b9f-8ad9-d3efbd6dba4a · outbound

This paper cites Premise Order Matters in Reasoning with Large Language Models.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Premise Order Matters in Reasoning with Large Language Models

Reference 3

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source=arxiv_source observed=2026-08-12T00:41:01.393854Z digest=sha256:e5891d9705fb9313fbf2938f1f2ac7b1baba72064f37bf7b8bde80608da06dd6

Observation a83981d8-74c8-47f8-a28f-2c9ac2de0c19 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 4

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.399787Z digest=sha256:33a112d8cbdb13f5ad8518fac0436bb59bfb9992b5ef6af1377fb0a6ee712ac9

Observation fe0929f2-58b3-4975-ad88-f4d9660e598b · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 5

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source=arxiv_source observed=2026-08-12T00:41:01.405041Z digest=sha256:182bcfd2a225ddc2722c9ed266071f7dea372379f73e20f142eb5f98cfda778e

Observation 24e1e360-8a89-4ce2-8d9d-af3e6c2c3996 · outbound

This paper cites Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

Reference 6

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source=arxiv_source observed=2026-08-12T00:41:01.411594Z digest=sha256:702341d5bcf08b68b1f1c7a3f7a2c907109ac2d5fa173417299e6977bdfa7a68

Observation c57a66f6-4f08-4414-8a31-2b777c9bb3e9 · outbound

This paper cites Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Reference 7

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source=arxiv_source observed=2026-08-12T00:41:01.418167Z digest=sha256:403857b4a8ee94ee61742454d08e06cc75d5df641ac8b65a7e22cb1256569c4e

Observation d1e7f929-a5dc-4b72-8170-ebab30d6c697 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 8

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source=arxiv_source observed=2026-08-12T00:41:01.424280Z digest=sha256:eb758cd6837f96c59d072141103bc1156414a594332ffa6c4c0c03953539e59d

Observation 9e47091e-8d91-4802-81ab-6b8ddc677b58 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 9

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source=arxiv_source observed=2026-08-12T00:41:01.430149Z digest=sha256:ed30b003b3737102c1f99d1db484dc1ad7692c6b4ed12c946066b2225af999eb

Observation c6d51948-8216-4452-8b06-68d01df07c02 · outbound

This paper cites Kellerer, U.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Kellerer, U

Reference 13

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.451863Z digest=sha256:0832f2fa189ab874d7d77331155b7abdae3ba720073f1c53a9f384fd12424e99

Observation 3c6dd6a1-36d0-49b6-8aeb-ab5015f5a77e · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 14

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Observation 1e79231b-cca8-42a1-9d4b-4dee816e09aa · outbound

This paper cites Steering LLM Thinking with Budget Guidance.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Steering LLM Thinking with Budget Guidance

Reference 15

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source=arxiv_source observed=2026-08-12T00:41:01.462106Z digest=sha256:55da65e3140e336c1c8b837186a5fe7264ef565fbc6dacdf0f93cf1f7e66f4f4

Observation 0e57ea4b-313a-4452-a4e9-161eb44a12a2 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 16

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f008bbcc-ddb5-42f5-b4c6-d5d72b81d7c3 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 20

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Observation 82ece181-3732-4ea9-8ecb-a90cab3e0bf5 · outbound

This paper cites Reasoning Models Can Be Effective Without Thinking.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Reasoning Models Can Be Effective Without Thinking

Reference 21

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source=arxiv_source observed=2026-08-12T00:41:01.491586Z digest=sha256:adeca1f670bd66432ea6cdf6564ddc666affb9c3e942029f8351a43053c7c0f6

Observation dfc92b89-b4be-47bb-a969-985b81d8c48f · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 22

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source=arxiv_source observed=2026-08-12T00:41:01.496684Z digest=sha256:4dae21878f66ddb57c4b11b0e939f870f585042ee6bcc0a295d8511b1ae9e489

Observation 4097c561-8b8b-4b14-9927-e606ce78acc5 · outbound

This paper cites TRIAGE: Evaluating Prospective Metacognitive Control in LLMs under Resource Constraints.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions TRIAGE: Evaluating Prospective Metacognitive Control in LLMs under Resource Constraints

Reference 23

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source=arxiv_source observed=2026-08-12T00:41:01.501928Z digest=sha256:f68ae3836d10ab2f849421358c03917ceb60173730eddead831f0992d20c6ca8

Observation 7d2a0aaa-5ab1-41a0-bff7-27a6ecf49724 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.507032Z digest=sha256:f7c23b80d3d30a975be5f302ddd071cc3e01360114948c954af483064f0dfb89

Observation c6db5c40-fc03-4847-ac89-107798b2046b · outbound

This paper cites REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once

Reference 25

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source=arxiv_source observed=2026-08-12T00:41:01.511851Z digest=sha256:16e96f58032adced640df2942132ec5019ca76e26353ac5c04fa18fbdb6d236c

Observation beebbebd-9086-4016-8b42-1306fe843472 · outbound

This paper cites Rational Metareasoning for Large Language Models.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Rational Metareasoning for Large Language Models

Reference 27

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Observation 1dc18ca5-f88c-4971-a7ee-36d18c3ec20e · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 31

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source=arxiv_source observed=2026-08-12T00:41:01.543400Z digest=sha256:049dbcb05647a62855db072bf0231ae1586154e7532e5dca27546200b272073a

Observation bd844c39-f763-4009-9e15-a3f753baf526 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 32

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.548419Z digest=sha256:1089edf11d7a84450978c8f351c16aeb0879f0e12037863f10e58ca26cdf6fbb

Observation d4ad9fbb-b4c6-49de-964f-7a84176a9530 · outbound

This paper cites Adaptive Test-Time Compute Allocation for Reasoning LLMs via Constrained Policy Optimization.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Adaptive Test-Time Compute Allocation for Reasoning LLMs via Constrained Policy Optimization

Reference 36

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source=arxiv_source observed=2026-08-12T00:41:01.568541Z digest=sha256:161da26090233b1165f5d97320f5adaadbcd5ed33ba41ab962ce72dc2134ba14

Observation dcb8b2a7-93ca-4f65-a19e-8fd4e12ef664 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 38

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source=arxiv_source observed=2026-08-12T00:41:01.578422Z digest=sha256:8a8b3af520994965dd5ccbde1079cea96f2ca2e27a714c9478a613404e951916

Observation b39a9677-0307-4ab6-a7ff-8cf411dd56b2 · outbound

This paper cites MathArena: Evaluating LLMs on Uncontaminated Math Competitions.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions MathArena: Evaluating LLMs on Uncontaminated Math Competitions

Reference 39

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source=arxiv_source observed=2026-08-12T00:41:01.583289Z digest=sha256:a4c14d51accead81eb5843aeca625f5455b5fefe81d99922d6675dee7857c76f

Observation 45f94fae-51f0-4902-bd1c-e8990381356b · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 40

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source=arxiv_source observed=2026-08-12T00:41:01.589452Z digest=sha256:17c99b9e0b59c1448d3e5dd76f668228faa49b99435bacc395a561e467ab7751

Observation 9e114142-68e6-4629-954e-0dcb0aead0b3 · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 41

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source=arxiv_source observed=2026-08-12T00:41:01.594821Z digest=sha256:79e48a05a5b1f7d07b4bf441d33af599fbdf01b78117907a5adeb54a781b5043

Observation 3c015ef6-7e48-4ac5-95ca-90e522f7331f · outbound

This paper cites The Effect of Question Order on Evaluations of Test Performance: Can the Bias Dissolve? , volume =.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions The Effect of Question Order on Evaluations of Test Performance: Can the Bias Dissolve? , volume =

Reference 42

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ba45cc57-223f-44cf-86dc-15abd0162483 · outbound

This paper cites Understanding performance in test taking: The role of question difficulty order , journal =.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Understanding performance in test taking: The role of question difficulty order , journal =

Reference 43

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.604549Z digest=sha256:4095a274d17ff8846cc5c3cf633c13e17eeec069f68381655e9d3cd491a695fe

Observation e8c72946-d379-430f-9aeb-89e3e3c4af94 · outbound

This paper cites OpenAI o1 System Card.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions OpenAI o1 System Card

Reference 44

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Observation 55998d3f-17e5-4bfd-8587-90bded5b3992 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 45

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source=arxiv_source observed=2026-08-12T00:41:01.614586Z digest=sha256:7e81a1b0ec248964c03d30264d8105734b152c28eaf09751093b775cda649de7

Observation 2f470ac4-f768-4691-802c-89033cc50e1a · outbound

This paper cites 2021 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2021 , eprint=

Reference 46

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source=arxiv_source observed=2026-08-12T00:41:01.619578Z digest=sha256:ab6e048287831760093cac17afbcdabe9cea42b99918e1f964a9940886f14757

Observation 795537d0-59c4-476c-86c5-e73905d11ff1 · outbound

This paper cites Measuring Ability, Speed, or Both?.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Measuring Ability, Speed, or Both?

Reference 47

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raw_fallback, observed 2026-08-12T00:41:03.388812Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.625553Z digest=sha256:9dba95ed000b567c336f19280596f36c64e1f1c1b31cb170e0a6a356e5500bc9

Observation 350b0fbc-d7b7-4807-b199-e8926f936f96 · outbound

This paper cites Psychometrika , volume =.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Psychometrika , volume =

Reference 48

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raw_fallback, observed 2026-08-12T00:41:03.372489Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.630372Z digest=sha256:22ee168953593d9cd11f74c392db5089bf2c5995aee0b2e8f97dd90fe14303bc

Observation 001aa04a-5ac8-48ec-a9a2-68fc9acfb8e3 · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 49

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.635597Z digest=sha256:4745dd797adb3f3306d1c8fcc5457f450865293e824a61f1554abd13a3759e2c

Observation e1bdc7b8-79cf-400b-9de3-b99a641633e8 · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 50

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.640765Z digest=sha256:26d9a336f6b4bd23003e3068a1b73f399d4943f628d132c424ba1bddf8768e8f

Observation 5bcb5397-d6e6-4001-9c58-d7b5bd071713 · outbound

This paper cites 2020 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2020 , eprint=

Reference 51

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source=arxiv_source observed=2026-08-12T00:41:01.645577Z digest=sha256:1048adf7e47962a449da790eed81a594fbe80419155a40a40e3911ed2c0f9743

Observation 7e70bca9-47d7-4deb-bc36-406e3eae3244 · outbound

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

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 52

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.650361Z digest=sha256:cac9e7216c02a6aca8475273635cd69c375bcdf42107970d9e749cafcf20790e

Observation b4f1daf1-95da-463a-b1f1-7908065d13f1 · outbound

This paper cites Evolving Deeper LLM Thinking.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Evolving Deeper LLM Thinking

Reference 53

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no resolver link, observed 2026-08-12T00:41:01.656428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.656428Z digest=sha256:337aeb5d3545b68a93761d206294ccdb06b4b95e5af7818a8463a254d90a71e8

Observation 2ceba4bb-969b-478e-bb53-43a61de675a4 · outbound

This paper cites 2024 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2024 , eprint=

Reference 54

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verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.319334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.661947Z digest=sha256:73b7b38f9fcb526718bea99223a03bbe64d2b5d639131627a60144bfe0ba9798

Observation 0afa5ae3-5579-49a0-8878-ddaf68aca01d · outbound

This paper cites 2023 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2023 , eprint=

Reference 55

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unresolved
no resolver link, observed 2026-08-12T00:41:01.667203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.667203Z digest=sha256:ccf4335fc21e83857b4fab9470086a028987850b9eb8725579e9e929a2439276

Observation 62adc81c-13e1-4cd9-8521-c94532b63b15 · outbound

This paper cites Proceedings of the 36th International Conference on Neural Information Processing Systems , articleno =.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Proceedings of the 36th International Conference on Neural Information Processing Systems , articleno =

Reference 56

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unresolved
no resolver link, observed 2026-08-12T00:41:01.672029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.672029Z digest=sha256:e4606445728294856f6b0ee0121699a2cd09a272bc4f4d29af116b7ea245d61e

Observation bccdd1a9-195e-490f-9d73-b5533fa81f27 · outbound

This paper cites Schoenfeld ' s Anatomy of Mathematical Reasoning by Language Models.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Schoenfeld ' s Anatomy of Mathematical Reasoning by Language Models

Reference 57

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verified exact
doi, observed 2026-08-12T00:41:01.967492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.676754Z digest=sha256:d69d66856d6c3683c2c7705db530fc50af1133b69bbfd6092a679ad5ef806443

Observation 87c1fbc0-91a5-47d6-bc82-08e7a14ae4aa · outbound

This paper cites Understanding the Thinking Process of Reasoning Models: A Perspective from Schoenfeld ' s Episode Theory.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Understanding the Thinking Process of Reasoning Models: A Perspective from Schoenfeld ' s Episode Theory

Reference 58

Resolution
verified exact
doi, observed 2026-08-12T00:41:01.951197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.681695Z digest=sha256:e38f40a4cfa9fd22ad8f27bf789f0c99a740980a963ec00bb6fcf1a805820649

Observation c2f0bd4d-10fd-4f94-86c0-51eee048dfce · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.280796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.686315Z digest=sha256:c786d8f47bd1e9c2e2ecdba9cd26963275e8a31dc0fe0ccca6a8ccca4bd69f80

Observation c9b354db-faa9-44bf-bb77-5634779ce537 · outbound

This paper cites What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding

Reference 60

Resolution
metadata mismatch
local_arxiv, observed 2026-08-12T00:41:02.735307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.691063Z digest=sha256:3371085ffcfb8425a4bbe6b79754d04ccb8c2a6349eeb5aebf8bc3a35092edb1

Observation 7f66e0b5-2fe1-4d42-9543-1d71769311f5 · outbound

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

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 61

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no resolver link, observed 2026-08-12T00:41:01.695485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.695485Z digest=sha256:1b114cba67db1ffa2a8b950748da7b21a784f70c72eff4a1e4eeb183cd89fde6

Observation 3455fa06-2855-4bda-862e-b851fa9c29ce · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.264513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.699989Z digest=sha256:29b5140421a28bc042f896999aa9c3b3dfccc08ed5dfddde5205286b0561bfad

Observation 5b9e465d-b957-4c2a-b2aa-2170b8c8427a · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.705148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.705148Z digest=sha256:4fcf49d002ea3f6e64c1573c13d850c76a837c48597bb499673c69bf3c2aa32d

Observation a44707f9-d51e-4c70-a5b6-d4256a2d8496 · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.238318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.709888Z digest=sha256:3c25e5bfec0d88b6f51dffa88978b8d112e876ee46ccedb6ddcfbe4b49684db0

Observation 98d29c6a-0a6b-4fc7-8ce3-8d88fe6a8eb8 · outbound

This paper cites ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.714733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.714733Z digest=sha256:087944bc05df9d298d0d5eb436e253314e3ebbacd170eea1e73d4281bd0a0e74

Observation 322d5b22-2436-4e40-a8e9-16bbc7dbf61a · outbound

This paper cites 2024 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2024 , eprint=

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.221633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.719444Z digest=sha256:91bf5c51085f7b26f4de14676da55f6b01f5b58fdc985e9eb08e85cba6e1888c

Observation 4b6aa461-d16e-4b0f-b6e5-8317963f8672 · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.204686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.724229Z digest=sha256:126f27b969d2a44c0113310733260971cbdb61bee7d8e3fbeae6717e43d773d8

Observation c748bad4-2fa2-4962-90c6-48c9fb9b5267 · outbound

This paper cites 2505.20258 , archivePrefix=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2505.20258 , archivePrefix=

Reference 68

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unresolved
no resolver link, observed 2026-08-12T00:41:01.729410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.729410Z digest=sha256:f3c198c88d282a51881fdc22c1b2ef617bc4f0ea5b4ea286546cb7caa1ce0b11

Observation e949ab87-ba76-4f22-aed5-5cbfbe4e212a · outbound

This paper cites 2024 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2024 , eprint=

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.734397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.734397Z digest=sha256:06fdf18068590dd5ed20a4b65bc738fd78dccee9971ce6cbf33425f9f0206375

Observation fbd94739-535e-4012-9b3a-ffe34c4b2c87 · outbound

This paper cites Steering.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Steering

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.177594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.741023Z digest=sha256:6fcf6af16bd14547406e36f660faf88fae2b0790a3c231e6b34f2f696d904411

Observation 23abf3c3-4f00-4931-a3ac-1772b18e96d5 · outbound

This paper cites BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.746514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.746514Z digest=sha256:22f59ceb8567b3199df56b86cb7d8e3021fdc5b4a410353c39a058e17575bf20

Observation 7ffd88c9-8457-48b3-bd33-cca9bd3daf2b · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Token-Budget-Aware LLM Reasoning

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.751553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.751553Z digest=sha256:5b95cb94cf47e233fd22f4029405032851cc16a3621a6878e81f3d7a0ae1399a

Observation 959fcbcb-80ee-404e-87c5-b834383b7dea · outbound

This paper cites The Llama 3 Herd of Models.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions The Llama 3 Herd of Models

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.756037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.756037Z digest=sha256:702c0ee8561b3d0d98ce9fa9a079845043e9a0c05e2c1533ed23ff4dbc256156

Observation b883ea27-5b70-493d-8bfa-8f0366f8e815 · outbound

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

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.760731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.760731Z digest=sha256:f332b7840ac1d4851cf3f865b36807cc21240fb4b27a4736a0ad4414d43355bf

Observation 02ba01e8-73bc-4b8e-af1c-bded7e17838e · outbound

This paper cites Qwen3 Technical Report.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Qwen3 Technical Report

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.765737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.765737Z digest=sha256:dafd49562bc391f22767766a77386eb0493f65f7670d4080232606e581f0eda9

Observation 38cadad6-4259-4a96-8b7f-7b2136aa0340 · outbound

This paper cites 2025 , school=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , school=

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.161418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.770483Z digest=sha256:b243c771071cccf16c3a58b2d9fda13af9518f382ff75c10c549767a95c798d1

Observation de346e61-1bbc-4026-bc20-66a0efc73ead · outbound

This paper cites 2024 , editor =.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2024 , editor =

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.775466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.775466Z digest=sha256:fdeef0535c3674d5961b7aadbca895ceaa15719b697523a80bcaaa92ac34f4b0

Observation 59c9d35d-7aa3-4063-a868-836b6b2e5c2d · outbound

This paper cites Vicky and He, Conghui and Wu, Lijun , journal=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Vicky and He, Conghui and Wu, Lijun , journal=

Reference 78

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verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.135049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.780060Z digest=sha256:9df71e5ed337a33eeadb476a2c3e40e0d05d740c5b69e921125c5a8d9c50c747

Observation 83b520ca-ec2e-4e2b-bd0b-f03bfd6dd464 · outbound

This paper cites an unresolved cited work.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Unresolved cited work

Reference 79

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unresolved
raw_fallback, observed 2026-08-12T00:41:03.119699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.785348Z digest=sha256:06d1947fb398158839d42ac3b01060c5d13ce178f08db76b0709e5f9a35d93b4

Observation c2ab9dbb-bc4a-46fe-9148-3d0a003d66ef · outbound

This paper cites Triage: Evaluating Prospective Metacognitive Control in.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Triage: Evaluating Prospective Metacognitive Control in

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.103967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.790753Z digest=sha256:c89f295ee339cad44aaf7e7ddd89cb43aec0068446965451d3ca7cb86af07071

Observation 2e15344c-3520-43e3-857e-eb72744a3d88 · outbound

This paper cites 2026 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2026 , eprint=

Reference 81

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unresolved
no resolver link, observed 2026-08-12T00:41:01.796046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.796046Z digest=sha256:03d9186db5346aeb2d3037a26bb526b3ad3d586966cbde9b2b719d75c001e858

Observation 28dbad17-7757-4a1c-996e-a8c882072226 · outbound

This paper cites 2004 , publisher=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2004 , publisher=

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.076743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.800860Z digest=sha256:a7c4b2a4c29d5fc910243dc4daf1ff4f0eee544ee6316785737895b7a4a66389

Observation 2fd2b7ff-db75-487d-82ef-ab8932557dc4 · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing: Industry Track , pages=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing: Industry Track , pages=

Reference 83

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verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.059676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.806153Z digest=sha256:1f8ad861f9fc6154a0382b4e757e429b26e2ac5af73e85113fb8e707664e58bd

Observation df540463-70bf-485e-8bca-aecadff2c02c · outbound

This paper cites Proceedings of the Fourth Workshop on Generation, Evaluation and Metrics (GEM ^2 ) , pages=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Proceedings of the Fourth Workshop on Generation, Evaluation and Metrics (GEM ^2 ) , pages=

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.042496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.811123Z digest=sha256:0e3f116ca487e311424549c6d52ca3fdcb95bef07563a83cfca3e3fefc442ec4

Observation c10b7745-4918-4cb8-913b-893c5a6ce7b6 · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2025 , pages=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Findings of the Association for Computational Linguistics: ACL 2025 , pages=

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.024975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.815707Z digest=sha256:0ab089e6251b8592abfa875175bee6ab577ec1b846e476a7dfb12a1bee8f41e6

Observation 3d865c5b-efd8-4067-a03e-8049daa54a6e · outbound

This paper cites 2024 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2024 , eprint=

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:03.007398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.820659Z digest=sha256:f28b3b7e5f58f81f2e16189f42c858d815cecef2760963730fb0ec1cb53af5f6

Observation 35c98bfe-2135-41a1-aa2e-6458714b4200 · outbound

This paper cites Reasoning in Token Economies: Budget-Aware Evaluation of LLM Reasoning Strategies.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Reasoning in Token Economies: Budget-Aware Evaluation of LLM Reasoning Strategies

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.826544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.826544Z digest=sha256:2b485974489c706aa04cfe16279af07732546e10c28c0fd1329ed351e66fa5e8

Observation adf4188b-1747-4ee4-addf-dbe0e0d42191 · outbound

This paper cites and Ballesteros, Miguel and Chilton, Lydia and Yu, Zhou and Roth, Dan.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions and Ballesteros, Miguel and Chilton, Lydia and Yu, Zhou and Roth, Dan

Reference 88

Resolution
verified exact
doi, observed 2026-08-12T00:41:01.900187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.831285Z digest=sha256:ffbbf192c0a84791b3893b0d02947d2222dbc89f605b47192accf70b90b215ac

Observation c7787c17-3336-4180-b41d-0e10a91e2453 · outbound

This paper cites 2026 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2026 , eprint=

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:02.991643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.836009Z digest=sha256:ca9ea7bc9212eaabb4e189e89af053c346ea285df8ebc5a5eb3952e83d3f1b85

Observation 87c1132b-c7f8-47db-b4c4-8d86ccce8c87 · outbound

This paper cites 2024 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2024 , eprint=

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:02.974821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.840878Z digest=sha256:da7474738595c894efcd69a93454f458c6bc6ce7114f8c1e006ff688bf39cf27

Observation 299e3819-bc02-4c5a-9cce-e15092b510e0 · outbound

This paper cites Characterizing Positional Bias in Large Language Models: A Multi-Model Evaluation of Prompt Order Effects.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Characterizing Positional Bias in Large Language Models: A Multi-Model Evaluation of Prompt Order Effects

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.845697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.845697Z digest=sha256:11935d51235473fc36461f49bd90f4742ff2f12f2e298ea7e18cebb3e1ed3fca

Observation 1aba4f11-beef-4dbe-bc1e-3d42135e1f73 · outbound

This paper cites Principles of metareasoning , journal =.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Principles of metareasoning , journal =

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-12T00:41:01.850325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.850325Z digest=sha256:7294c2f57dddcac9ccc81234fa47afff4786f2c38bd493baa6f246b84499ec74

Observation b2920928-d2d5-4446-b23c-6b23f33e40ec · outbound

This paper cites 2025 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2025 , eprint=

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:02.958973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.854785Z digest=sha256:e35451c53232baabcb51a6b90f18408372e17af208da0918037309d637f78d90

Observation f97fd9d8-20b2-43b8-a8ba-735b0db5ee21 · outbound

This paper cites 2026 , eprint=.

Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions 2026 , eprint=

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:41:02.942367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.859522Z digest=sha256:5e4c2925e8172ce4472009a8e86d0a820fd32253466544b3113607b56916ddc2

Pith citing papers

No inbound Pith citation observations are available.