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Paper Citation Record · LEDGER

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

As of 17 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 2026-08-17T06:30:58.91139+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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.381687Z digest=sha256:5c60903eb1e57174c3aa1a67bb42564bda919034ad85bb883b1e2024290c029a

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:a3cc54c30df29cc3a7620dd8ca63be98a3188c66fab28399557d5eab1c891468

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.399787Z digest=sha256:365cbebc688b0ee3fa7358a65bf3f38edd258f171aa328a8b5f7fa69df44f8e4

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:cde3aead27c4522ab0fbee49cd4a7e749c2c72605b54bfbc068bf6f9b6b7c402

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:cdd9080a38506ea59ad371ed9aff0c4c84558c8407784677123882d69cc8a90a

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=sha256:8de0fab1272da71745965cd4d9df4b3fe47c6e0b4f0caa772ec1d652a8cc160e

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=sha256:672da13a71f228d11f68d1476c2a1fbeb85a87bb7f8c1bfb9534ee2009adec90

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=sha256:9e3f7235e0739089d03f5b51b6f4f35914010f64686c4f02479434266e5f5453

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.451863Z digest=sha256:703f63f9aa0074ee27638a8de1db971f34a955a673080304e2a09bd47e26a321

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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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:a59e844402f7e71f272db27d31503471514a6676683fc6d29f36b1ff22323cbd

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 2026-08-17T06:30:58.91139+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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source=arxiv_source observed=2026-08-12T00:41:01.486912Z digest=sha256:30b1f3d87b6b15e0baffa0b2875760e0cbaa743ba622a5484f4b9d6b2694c702

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=sha256:7f0191a74c5336b21a503e533f1e9c9fe1c602eb36cd5d5291e1a0fc18fe625b

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:b565bf25ea809043d7d46a4868b08806f7c9a80980f3542686aae23ea94df369

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:dd2f3dcfaa37b0d89ed8551ca844b1a293348bbad53ef1daf43bbe2fdf58670f

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.507032Z digest=sha256:8f19d8559f748314e71ca4c7fb79d53265d047365d419f3399ff3c400602c048

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=sha256:0394c5f54ad26a89239040c919a954f7be67d44fecd52a7fd7da9b19fa61c5f7

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:e57cf4ab4d07f4f981340edcec103f124ca2f8507bdce00bff7c8f87f6c37dc1

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.548419Z digest=sha256:d5c0277e061090453873e5dc62b8d8b14352cf1daf2b85dd34853da9365ed89c

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=sha256:889e78cecd580f71dea4503999108f80f25c81b0ccd7d2e17d73654e8450bbdb

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=sha256:644059219b4de84d0bb0795233f0965de97e06ad2894aecb75273fc094ab0b01

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=sha256:5df480cf8b6099b01bac10ffb6150c01f4ea40c322535198ff22ed322116c13c

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:bad5eece020430cd113a860c037ef61a7d39f02f64187ef709f6378c0eef6302

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=sha256:2fcc33177819a2f0e94b4b34019425a4f561c49f3396bfdb04c353dcf25435d7

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.599467Z digest=sha256:ff71609d0609aba4c81d3c804a57fe0b862ca9e38946df6c9868bba0bf3f3642

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.604549Z digest=sha256:57125f1ad97ffb41a9bba557c1f9e0c88eb27ab3defb96c33094e7e050bebfae

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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:41:01.614586Z digest=sha256:56dcf699522efa3a3023a0098d33c27b98ddc6e300aa712915e7808db6cc6e99

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=sha256:7e28b43c35b10015d1727e0f3ed5efc82fa780119f980d94d59738b56fc95445

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.625553Z digest=sha256:b507be4571b0f10c4b779e999751dc96453ce362333d5906b1de7951e49dd7fc

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.630372Z digest=sha256:42e6d66bf679a0e0a13c422b17db51b1619beed7e185d1f0c1a7e4ed416583ae

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.635597Z digest=sha256:6d294cb6325c8e5ef25c69724407cd622d05b2e155b6ad868ba5f0c369837c0a

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=sha256:8de7eb0976bd701c66d867620e47611ddf289109bd26c144a1855b9545df153a

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=sha256:63ba6770ea458fffccc29959177dfe421fccc9de1007b70b1873359bac396cbf

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=sha256:17a1338c55c691551f1171fd6bb61d0f06a3be7884de56c3a78ac98847f3d57c

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=sha256:4a36472d3c64fd428b9b95096b42e42e5bbe97f4e1e15be30b7332d359eb2bac

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.661947Z digest=sha256:b61cde10ffb180fb3ac6406a9a5b624335e7d5567f074c9d579a3126c040f1df

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=sha256:30b8a067383579ae99bc4265785a4e82f52a8741289bda7654daaedc51e1fc77

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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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=sha256:4921314b7fce6c58303533a2d3abb759926d3065addfc0cc720e67635f1d78f2

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

Resolution
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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.676754Z digest=sha256:b4f4d5008005453be04154a64fb179012ce07553c3198004356c2dfd2e63097e

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

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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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.681695Z digest=sha256:1679a207cac2684e31a81aaf39977e88dfe1a31bb4bbd4743aa577f74052d8f1

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.686315Z digest=sha256:89610815e86ccd31b93633ce9fe90b2e8a03d040b461276c9163bd53f5676d69

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.691063Z digest=sha256:b5da560ee92d2a4ce2cd7e2afdfd2cbcb2a862bb479a0abdc5f90d58d097378c

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=sha256:10a578d3a6e290131690ceda487d92daa18b773641e819985cfb35ad14418143

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.699989Z digest=sha256:af8ce7bb2937f16e12d3699e944c4e0721f0feaa4d8541fef961b80c9d491710

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:b01447687eff36259f3db64474afbe2d915093538c7133843d6a971ebab4f872

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.709888Z digest=sha256:1c32d87406c7f938f4429bb2462e21deaa83e0f9d4751da1372071083923ed30

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=sha256:2624ab7dde1714013a77c86bb7f5a74c45a3c8f323607b16e290fbf7501a82d0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.719444Z digest=sha256:6df9fcd99c5fea0ef154cefe137fc31ab6915ea8f95c9aaa62873887ab41de79

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.724229Z digest=sha256:409d38621a6fb8bae85d30b77e4729bdf0a99a1479c6d9025d49ddc7b84c5eb3

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:c6311316dd1902439a62fa12e961cdd5247931844154e8bb8d46b42d61b4f930

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:fdff005d9b3dc58b2941b939b114d272defd1919cfb341ccc74afcadbd9c3647

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.741023Z digest=sha256:4e308d0f58f72e25f14c1e0e4ce11c3777626d88f1343b66ef2385719078a295

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=sha256:23ac870e0e0e4719909a8684539f15b047216fefef52a2e1d22242b1fa276fc8

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

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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:bc21b116872e201a6ec770c368ccb3052b0b6b8405a50ca75508531f56a37596

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=sha256:21450bb7ae4cd02c5460764d251960e515e00cc40380d3fb2ef0afbb671b4a68

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=sha256:2a4c385819d8c5c0de62081067124ba064e040233f896782344090e6fc09d96a

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

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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=sha256:9378402ae05d90e0fc0fee5231cc7cf41144ca120912391de408dc37a88af169

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.770483Z digest=sha256:6b637ede1e65ea81fdae152f302fd5351c433171eeae0220613b989d1c5ba254

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=sha256:76edaa3b07b6a99846273c62db2bcfd4cd4deb394c3d96d042f4de9d9c5742e2

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.780060Z digest=sha256:b5db8e97ecc926c5002a14aa1277ea78c677d49e305cffffb5d0c189e2bd4311

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.785348Z digest=sha256:ae4cc5ec0a55d998b3c1febb6a3f555b035a6590caebd10eb5706cee38215a9a

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.790753Z digest=sha256:5c894ef89f03e6e983b1c31299acb95f8ab3cb5a51d5785ef9951d6d2856cac4

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:c4efc4c80bf37e502b3e0ae40b8ae30d38b6f183571a0baae5b3ab5077f2c91f

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.800860Z digest=sha256:8208f2627195749fd36dba27bf09ce25d69b286a00b0e2ad78a0626855f60e6e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.806153Z digest=sha256:13e5b0e435ece436fa2a56c95ffe24accfd4bbe9da2ba26adfcd783015f5311e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.811123Z digest=sha256:032c404fb375f586ebf096b6f534272557b2483cb481992750db2a1f1cb358dc

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

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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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.815707Z digest=sha256:4ee68034bdfc835a563cebc0877cce40ec1164a2578d92de27f25a2d8b0e0ec3

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.820659Z digest=sha256:e7d26e2e9d33ec0c8ac611809da782ec2665ce9d9a630bb0bfe5d9530257e54d

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=sha256:4fab123b6ff2c24b13444fd387338b463fa08ed7a533769603ef6974effce8f7

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

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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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.831285Z digest=sha256:4b7b54f7e4bd10a0d6e7004c6494cc5da314b7f840b5e5afdd9611ff9ba081b6

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

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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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.836009Z digest=sha256:282a812d491c73cfd12f847b7681072aae978dddc50215817a81426ba9fa5ee7

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.840878Z digest=sha256:0f8a0384fdd24a057bb81ad747e7c079029f6087d964f46afd4fac92dfc2ddcb

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=sha256:127606bdc966dc1b0555f190b5d488237e7e55aef683ca760f7fafe4c15a3aec

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=sha256:90c437a46261812a9df284e675a912d8bb4d6ee2ff1b68f2f8298216098c9449

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.854785Z digest=sha256:3566413a8729ca71984195b326d3d77a5dc3ce09cd6954d293fc8b58e4f323d3

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-12T00:41:01.859522Z digest=sha256:71bbb30ca1a5631d8593097fd3318db1d7fa93104aa26a180a49fd038f0e7ba6

Pith citing papers

No inbound Pith citation observations are available.