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Paper Citation Record · LEDGER

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning

As of 7 August 2026, this Paper Citation Record lists 100 of 106 outbound references and 3 inbound Pith citation observations for arXiv:2506.04611.

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

pith.paper-citation-record.v1
2506.04611 v1

Coverage vector

measured 100 of 106 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:42:41.117535Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:18:02.099873Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T23:10:50.459351Z

Reference resolution

100 of 106 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved99
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6e8d387f-a6da-4c46-b9fe-1d5ef8180b5e · outbound

This paper cites Program Synthesis with Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Program Synthesis with Large Language Models

Reference 1

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no resolver link, observed 2026-08-07T10:42:38.148738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.148738Z digest=sha256:c2901c84dbec3e0c984e53e1d1bd74b1275cc242ccd6bc03bb104615cf24f26a

Observation 93347ef0-eb8d-4aaa-904b-c477041977f3 · outbound

This paper cites https://huggingface.co/spaces/HuggingFaceH4/blogpost-scaling-test-time-compute Scaling test-time compute with open models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning https://huggingface.co/spaces/HuggingFaceH4/blogpost-scaling-test-time-compute Scaling test-time compute with open models

Reference 2

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no resolver link, observed 2026-08-07T10:42:38.159318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.159318Z digest=sha256:dded4e163f59c5258087c060242e125f1445387f160ed67ef8d1ff07677dec68

Observation 643c0ace-e752-4129-8e73-38e25fcc4a27 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-07T10:42:38.170153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.170153Z digest=sha256:1032a78b180645af958c4a9d32d6a3c3e30b14ee71e05670766a30c863fe6402

Observation f5be3e27-449a-4cd6-81b7-0ce34f474c07 · outbound

This paper cites Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Reference 4

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no resolver link, observed 2026-08-07T10:42:38.180338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.180338Z digest=sha256:c8552e125805cc094ec84a4f5b5b4d7ba170aea4c41547d8cefa75a7fa41fd4c

Observation acded854-0c1c-4d47-859b-15e2c9f9389d · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-07T10:42:38.208686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.208686Z digest=sha256:ab47c370aad081a300a36ae92ed3fc0db86e65a678af6f284dc851e6894bc1d5

Observation 68689655-df8b-4d92-813d-130ea47e1f3a · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-07T10:42:38.267785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.267785Z digest=sha256:67b7c2537a64e821b1705656d60c98582ad26801866118787e037b6c324e1f6a

Observation 5a7f1582-2979-4660-b00a-54095f39901b · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Evaluating Large Language Models Trained on Code

Reference 7

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no resolver link, observed 2026-08-07T10:42:38.319854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.319854Z digest=sha256:239bc9f46cf863441e4b0ec7a015dff3ecf711ed9334fe0b49b510db56dea4a8

Observation ef927f51-9a11-4eb3-b769-ccc3daf14a5c · outbound

This paper cites Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning

Reference 8

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no resolver link, observed 2026-08-07T10:42:38.359811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.359811Z digest=sha256:a84e7728aff7722e2dde77cebbba70516024cbca17f0ed838eef8164b17fb97a

Observation ded7c1a8-ab42-476d-abdf-50dfc36b0c96 · outbound

This paper cites Reasoning models don’t always say what they think.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Reasoning models don’t always say what they think

Reference 9

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no resolver link, observed 2026-08-07T10:42:38.416248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.416248Z digest=sha256:3f495cba71dd081d731ca2a8841d28330765207678fcc09d5331b2d1ff7f4f15

Observation f52f7de7-e3eb-4b01-a8da-52cb83294593 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-07T10:42:38.460075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.460075Z digest=sha256:0d4679f7ad8c0d177df6b2f14c5a3d8c7e3ae0d858e9eb1aa27080d054bdefe8

Observation 73e3379e-3726-4143-b823-83e8b0c4c01a · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-07T10:42:38.510596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.510596Z digest=sha256:185593a604e4634cdadba1b23314bd42ff543f20e3cfa726240856518cb96c97

Observation 52b2afaf-edce-447a-ad7c-39845125bf6a · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning PaLM: Scaling Language Modeling with Pathways

Reference 12

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no resolver link, observed 2026-08-07T10:42:38.578372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.578372Z digest=sha256:59733365200a2f1aa97a64226fef28f9b8ad557469f0eb0997c6a6b1004d7a21

Observation 24f08522-9152-4cba-b224-cca7bf90f1fc · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 13

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no resolver link, observed 2026-08-07T10:42:38.616317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.616317Z digest=sha256:03a175fbcac56bbd21c02baae03e0e72696ab2b7da8efec80a948146c4099372

Observation 1a4dc3b2-86db-4acc-8377-b356a7fc01c2 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Training Verifiers to Solve Math Word Problems

Reference 14

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no resolver link, observed 2026-08-07T10:42:38.658750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.658750Z digest=sha256:f36f0ad869a37dd7263128f3772b1343279852623e7e061a7383b5574d8b02f9

Observation b798fbed-c933-4e7e-86aa-eccffeeaf0e1 · outbound

This paper cites One-Minute Video Generation with Test-Time Training.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning One-Minute Video Generation with Test-Time Training

Reference 15

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no resolver link, observed 2026-08-07T10:42:38.719212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.719212Z digest=sha256:9e432b11d0c06f7fd871f9b57879552ca91869a0c30c53b91256c0fa5a930bb5

Observation 8fa82611-6f4b-4432-a2ab-2d773af7223a · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-07T10:42:38.773838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.773838Z digest=sha256:cb54ba69d5ac56d640356c4416eef437fcf89f47729ba803e752293e27d772cc

Observation c08c6b92-65f7-404b-9c48-ce78df36c72e · outbound

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

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

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no resolver link, observed 2026-08-07T10:42:38.827936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.827936Z digest=sha256:1671a23248324eff9b920640dd71f674fa0df775d4750d332f683332893cb854

Observation c3deda6c-7539-4f19-8d01-abc1eb4a1c46 · outbound

This paper cites Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective

Reference 18

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no resolver link, observed 2026-08-07T10:42:38.897324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.897324Z digest=sha256:2b6da832ac50e42d7d1e3cf268bd19fb092d002efb64cbfe57f0949f5a45152e

Observation 18120ede-4292-42cf-9e1e-6149e61a21c4 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-07T10:42:38.923917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.923917Z digest=sha256:2557ac0231ef4726c2d5e79b5567797b63d64b5f0e188f7214c8d7dff70f8630

Observation 35e7b365-250a-4634-b96e-a7e534e7b8db · outbound

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

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Reference 20

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no resolver link, observed 2026-08-07T10:42:38.944246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.944246Z digest=sha256:20634c0d510b0079681821edfe400c398f5b2072e5e780b6f2dbdfb365d2f16c

Observation 453b2cef-f66d-4b25-afda-ab3bf04f6dd5 · outbound

This paper cites PAL: Program-aided Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning PAL: Program-aided Language Models

Reference 21

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no resolver link, observed 2026-08-07T10:42:39.003627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.003627Z digest=sha256:d12f56d68efe8205fad258c34562f1575bb6eee29eaaa3bb6049071530fcc0ef

Observation 45072a63-db14-4b7c-9a5b-6f2a58b0c148 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 22

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no resolver link, observed 2026-08-07T10:42:39.065471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.065471Z digest=sha256:773838e2be522f692d9887574e17c78f9a2539cc624b683404054b80ec08bb0b

Observation 3a734589-8f92-48a9-b25d-56e36e6999b1 · outbound

This paper cites Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use

Reference 23

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no resolver link, observed 2026-08-07T10:42:39.115854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.115854Z digest=sha256:59e838e19bc0187a3c098120d18fe9465df0ff6d7b9126cf5c4b93756eaede36

Observation 45ecc6e5-af7d-400b-a1d4-cdc3babe4785 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Training Large Language Models to Reason in a Continuous Latent Space

Reference 24

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no resolver link, observed 2026-08-07T10:42:39.183707Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.183707Z digest=sha256:4ec8e18146162851db327d2878de9e6935ee849001f56acb936c02f27f300b7a

Observation c6ffeb5f-627e-497c-bd90-c679666d892e · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 25

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no resolver link, observed 2026-08-07T10:42:39.223493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.223493Z digest=sha256:6b22e273f202c5cd0bd1453c7b99fb82023a940d1b351b15c200dc3b371ce6f5

Observation 5cf57690-8d6d-4435-b797-0aba014feeda · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-07T10:42:39.283903Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.283903Z digest=sha256:ae2a85fa4f0a979177bc603433ad1a82e3902040e4948fc145a52ca5ab7ec9cb

Observation e7409eca-810a-4600-a0cb-395c70914c23 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-07T10:42:39.338678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.338678Z digest=sha256:2b1b1731374eee1c73e7070cdfcd63c8b44bfb74d9a4cd022866c4689740174a

Observation a1ffbad8-db98-4112-a660-76358dd6d794 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-07T10:42:39.429558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.429558Z digest=sha256:52601eab89a7404580f155b72fcb1d1362629da0d5d4ef61412a515ea5abf855

Observation 734dd7ba-1605-4179-a7b5-f9c1ef6a5d3e · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-07T10:42:39.512951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.512951Z digest=sha256:1c4ead82a3e231e0c25ef8bbeaae9c4abf7622ebc4442520118a55c68926fa01

Observation 9916fd3e-f020-4fb2-99a3-552e3d4eab35 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-07T10:42:39.583605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.583605Z digest=sha256:a4ad801f53e85689d8c3f2469e995b680f565b1977c7f1a67ad07a56f3b2826d

Observation 1e02b7eb-4348-41a1-88e9-bd480b7af254 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Training Compute-Optimal Large Language Models

Reference 31

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no resolver link, observed 2026-08-07T10:42:39.620713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.620713Z digest=sha256:4ce002bf64d78648406b6393f462f3a37737369dbe96189898df92ff2ebb13a1

Observation 37be0106-fbb6-4f54-b9de-393ed144fb01 · outbound

This paper cites Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes

Reference 32

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no resolver link, observed 2026-08-07T10:42:39.679434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.679434Z digest=sha256:30cbd6414a90a31805fd34d3e5c35522ff26e7bb0a9c08b20edd44e3f0a9c684

Observation 3c06fc9b-2a05-402e-82ec-78bfa3c8caf7 · outbound

This paper cites Is Best-of-N the Best of Them? Coverage, Scaling, and Optimality in Inference-Time Alignment.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Is Best-of-N the Best of Them? Coverage, Scaling, and Optimality in Inference-Time Alignment

Reference 33

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unresolved
no resolver link, observed 2026-08-07T10:42:39.725868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.725868Z digest=sha256:18efd2faf89ae7af52a97ed124352a3cba1e0dd70067a39e8f3b03cf26ede0a4

Observation 8dc60cc1-3c86-4670-a257-916140911fbe · outbound

This paper cites Efficient Test-Time Scaling via Self-Calibration.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Efficient Test-Time Scaling via Self-Calibration

Reference 34

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no resolver link, observed 2026-08-07T10:42:39.758921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.758921Z digest=sha256:204f5b5953eeb1366cfce688f379811478b0b6dfc03e4779bf5d8d140727f1c0

Observation 2c0353aa-28ea-4756-a534-246b4d84a5bd · outbound

This paper cites Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought

Reference 35

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no resolver link, observed 2026-08-07T10:42:39.805726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.805726Z digest=sha256:8c7c64d004d4e95c843adf117a69e98b3b6c2857b88ddab34dd42e5cfa5dd5a7

Observation b97fc184-a575-47f9-b884-c1cc5573774d · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-07T10:42:39.856908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.856908Z digest=sha256:dc80edfd69c7638451f0a7bb79ad578d415fcb033b29081457bf42f8c03caedf

Observation e3f336e1-cea1-40cf-835f-3a0958c014f1 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 37

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no resolver link, observed 2026-08-07T10:42:39.904874Z

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source=arxiv_source observed=2026-08-07T10:42:39.904874Z digest=sha256:04d35cc0b0e786d8b6026cfb0b726039745fca0e8305006b988c5867843619b9

Observation 3a9a2226-7aba-4f42-a4ed-6afbdb4d2f1e · outbound

This paper cites Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning

Reference 38

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source=arxiv_source observed=2026-08-07T10:42:39.955681Z digest=sha256:adbda6c0b49de3733b85d177dbc9bcad0935911df472ef78b17f815e14c06271

Observation 95b403b0-84cf-4085-a561-32070d471682 · outbound

This paper cites Equitable Access to Justice: Logical LLMs Show Promise.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Equitable Access to Justice: Logical LLMs Show Promise

Reference 39

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source=arxiv_source observed=2026-08-07T10:42:40.003764Z digest=sha256:beca6079bd3450726121676c719558955fb7c37b8f068ec28677161316f371ce

Observation f423d651-7326-4983-9e50-679b0d691cac · outbound

This paper cites Scaling Laws for Neural Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Scaling Laws for Neural Language Models

Reference 40

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source=arxiv_source observed=2026-08-07T10:42:40.047570Z digest=sha256:db070ee905001d20b6ad6d15ddaec7500375fa96fa26b065da0f1036d99be522

Observation a8a86d91-764b-4a1a-851a-b050e2c0bc2e · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 41

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source=arxiv_source observed=2026-08-07T10:42:40.083588Z digest=sha256:5f2dfdb67cfcb6636ec831c23361ecdf4cdbf1eb389297f6e3ea473c5aeb8f83

Observation d49249a7-0d70-47bd-9856-88bbec989c46 · outbound

This paper cites Latent Thought Models with Variational Bayes Inference-Time Computation.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Latent Thought Models with Variational Bayes Inference-Time Computation

Reference 42

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source=arxiv_source observed=2026-08-07T10:42:40.135106Z digest=sha256:679953b46324a4c24ca15f80ae7aa2351d98474de5b0fb01ade1187ea85462e1

Observation 9b349a1d-4ffd-4daa-a04f-9fe1ca9f433b · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 43

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source=arxiv_source observed=2026-08-07T10:42:40.170031Z digest=sha256:4039616055ff1236635dda7c14982aa32c4596ac6fe2cda8ea3f39fe9e36fc14

Observation 1831baf2-6543-40a3-afc1-9ce45845602b · outbound

This paper cites LLM Post-Training: A Deep Dive into Reasoning Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning LLM Post-Training: A Deep Dive into Reasoning Large Language Models

Reference 44

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source=arxiv_source observed=2026-08-07T10:42:40.220607Z digest=sha256:356201a5c7efaf513ce3c5d6e8eb75cc0412ab8b42a3bba9ac146e2ef621aae6

Observation 5948cec6-e4f5-4031-8dd5-45a28c2a155f · outbound

This paper cites S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Models

Reference 45

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source=arxiv_source observed=2026-08-07T10:42:40.265834Z digest=sha256:25104a37abd7da2646e60fe8cf470777ec00adf17d143ea9cc0953aa589df22f

Observation e7dccd11-eb1b-4acb-8f82-f1c1511045ea · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 46

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source=arxiv_source observed=2026-08-07T10:42:40.354165Z digest=sha256:9d1d2148ec92059b1f9000ee0dc0d1d04d8f59bf81ba0b8987dc427d0b7db410

Observation 1c18aef9-f609-4a3b-a08f-9580192c021e · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 47

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source=arxiv_source observed=2026-08-07T10:42:40.445103Z digest=sha256:fac7dd1872ed71a2a45d1a5357f366fbe012b21bf1a9059db37d220eb72ee7ae

Observation 5b4028af-ce03-4b22-b898-74dfe0001969 · outbound

This paper cites Chain of Thought Empowers Transformers to Solve Inherently Serial Problems.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Chain of Thought Empowers Transformers to Solve Inherently Serial Problems

Reference 48

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source=arxiv_source observed=2026-08-07T10:42:40.536084Z digest=sha256:978030d476a291308d6d4c61e3d8ea84d71e1b08c70d05e9ff0c4504d3b52c58

Observation 31e3160b-56a6-44a1-8715-1b53dac5ad8a · outbound

This paper cites Let's Verify Step by Step.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Let's Verify Step by Step

Reference 49

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source=arxiv_source observed=2026-08-07T10:42:40.627408Z digest=sha256:d8ad80970edf4d1ad388673414fd5220591e59c0e86c545a686616821b045e39

Observation 7cb023e1-d223-4c28-af77-7c6fb6e80cf0 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 50

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source=arxiv_source observed=2026-08-07T10:42:40.715212Z digest=sha256:5a995159031c955a59851b99a8f6058021339c2f3048d430fec46bb149d8c98f

Observation 1a7c9cd2-6ba5-4a3c-85f3-dbecf690681f · outbound

This paper cites Sleep-time Compute: Beyond Inference Scaling at Test-time.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Sleep-time Compute: Beyond Inference Scaling at Test-time

Reference 51

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source=arxiv_source observed=2026-08-07T10:42:40.784564Z digest=sha256:c129557976550197682ccfd4fc185c1b6566e512645d0ff81b23736446d96f4b

Observation 10c8282e-f407-4262-90df-c38749b5d01e · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 52

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source=arxiv_source observed=2026-08-07T10:42:40.863345Z digest=sha256:68648f8b5fac4389c7ea16033b29c08e1ef76e02bb4259b972348ed9d841b317

Observation 48788e9f-4700-4a99-b50f-d5541c2ea74e · outbound

This paper cites Transformers Learn Shortcuts to Automata.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Transformers Learn Shortcuts to Automata

Reference 53

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source=arxiv_source observed=2026-08-07T10:42:40.932026Z digest=sha256:58e7b332c6e32fef4c927934bf4b42a0b770a8b8ec00fb7ffe1d65d50ad98979

Observation b14daabd-a966-4ec4-ba5a-f2c53e76b720 · outbound

This paper cites Knowledge Distillation with Training Wheels.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Knowledge Distillation with Training Wheels

Reference 54

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source=arxiv_source observed=2026-08-07T10:42:40.936562Z digest=sha256:f5225e1a39af9d6b9eee93fd2f0929b9ab0f8ad486eb95fc8e2c00ab82591fed

Observation f5881c20-ba9c-443e-9291-a9218cb2162d · outbound

This paper cites Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica

Reference 55

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source=arxiv_source observed=2026-08-07T10:42:40.940953Z digest=sha256:83d73506d5d12ae4e2a75ea04b59c3ac55852e4173c9e503ecc6e5f548d738cc

Observation f8d3198f-2d67-4eee-9761-065cb9519fb9 · outbound

This paper cites Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation

Reference 56

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source=arxiv_source observed=2026-08-07T10:42:40.944910Z digest=sha256:090bb92a2efa32ac7df8476992120e8f4bcf64617597af16531355feb3f9507c

Observation 0e70dabd-0a41-40e2-973d-c8e69bc66fea · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 57

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source=arxiv_source observed=2026-08-07T10:42:40.949320Z digest=sha256:9fb4aa7c245b6c7d0116a34c395db908630fb4ae136a3026639fc6066dca8fc5

Observation 2a584604-e8ae-4caf-9820-3665a79d0a45 · outbound

This paper cites Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute

Reference 58

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source=arxiv_source observed=2026-08-07T10:42:40.953105Z digest=sha256:49bc01319096f56ad1732dbe30af63c7fa7d5c5d34314bf0b4a2afd61adf5803

Observation 5e40b858-a1eb-4ddf-9fd4-7b8bfcce90be · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 59

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source=arxiv_source observed=2026-08-07T10:42:40.957354Z digest=sha256:af11d598cc69e63560e06ae622af228afd36ae1f5b6eb4edb42e9ff1a9e4d17b

Observation 9a089e98-5cb9-41c9-905a-a9c70d8b3d82 · outbound

This paper cites The Expressive Power of Transformers with Chain of Thought.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning The Expressive Power of Transformers with Chain of Thought

Reference 60

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source=arxiv_source observed=2026-08-07T10:42:40.961024Z digest=sha256:95e2fbfd9b769212b8066f74f45b70f0bc91eb63511b7639d4b6d900c3f669b8

Observation 3bd82ce2-07e1-4b78-9709-0bbb1ce72e7f · outbound

This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 61

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source=arxiv_source observed=2026-08-07T10:42:40.964630Z digest=sha256:9e61ff0573d0064cfc9ee0d95fc2e2d6535d2b394218fdd21159d2affe25b933

Observation 2182539b-505d-4ca3-aaaf-b2657f45872e · outbound

This paper cites Cosmos World Foundation Model Platform for Physical AI.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Cosmos World Foundation Model Platform for Physical AI

Reference 62

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source=arxiv_source observed=2026-08-07T10:42:40.968572Z digest=sha256:2dd019508c3861d5dc0df6b9b24bd509338045cdea1ab8505aa3de0aeac9e21b

Observation 723bd558-ffe2-496d-9a4b-8971addb009a · outbound

This paper cites GPT-4 Technical Report.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning GPT-4 Technical Report

Reference 63

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source=arxiv_source observed=2026-08-07T10:42:40.972778Z digest=sha256:34125d56064aee6b693d7693da9dd24ce0b99571e3a88165acd72a38afc9a557

Observation 37549428-c772-4a54-ad90-92ce3f40f71c · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 64

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source=arxiv_source observed=2026-08-07T10:42:40.976545Z digest=sha256:9e53107ff195fc9eff1e4040c94b7cecc55aec0697c723f24d158a489e1d1d65

Observation 9a6c2e9c-7b98-4bb2-886f-22648058fba9 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 65

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source=arxiv_source observed=2026-08-07T10:42:40.980662Z digest=sha256:4ab7f5ea5da3ddcd076d7681670fd54a62a7699e33286340d5e7cbce042595d5

Observation 25187283-2789-43d2-bb10-3d4dbaa2f15a · outbound

This paper cites A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law

Reference 66

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source=arxiv_source observed=2026-08-07T10:42:40.984595Z digest=sha256:b36fecc4fd9354433c27a4b45f2ea8334d3c67cc4689fac9ac1e3758e928ed32

Observation a2f2497a-d16e-42e1-b276-e354380e7ca3 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 67

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source=arxiv_source observed=2026-08-07T10:42:40.988791Z digest=sha256:e78820b483f82a1675e4ec8921c377b2ee758282dbd16af73148eebc3beb5d36

Observation 5ece831f-5459-469e-af83-01d6f0ccb08a · outbound

This paper cites Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning

Reference 68

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source=arxiv_source observed=2026-08-07T10:42:40.992654Z digest=sha256:f0dcb17e8b753340563715925b6726ce3981a1d6d33eb15f6cb023039b3b906e

Observation c451a3c1-472c-450e-8c76-9c3266b64e19 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 69

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source=arxiv_source observed=2026-08-07T10:42:40.996227Z digest=sha256:e767eff9f635b3daae7a079c00af6e04bbe38841aa3e57dcf38c1d7abf078b8a

Observation fe31c592-2264-4234-ae9a-b9e2f6477b63 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 70

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.000156Z digest=sha256:6da70709460fa2ef6bbdb0d10292b1d310491f634864dd3a9199497da9be35d2

Observation 62b1eda7-a23e-4f93-84c0-fa9ef17a0c00 · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 71

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.003844Z digest=sha256:e4edc6947f7bac08f5177e1b8d0bac1fd475bdb6a0ad30a232e0fb1a259b9cc8

Observation 18061a33-6d38-444c-a42b-f0c2ea9aecab · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 72

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.007466Z digest=sha256:aa7697615e86e6d05131adaa8702832bc574b33a4c36c680f06595f14f2333b1

Observation 50f7614f-df43-4b46-b11c-55a5faa55804 · outbound

This paper cites Reasoning with Latent Thoughts: On the Power of Looped Transformers.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 73

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.011502Z digest=sha256:006b88c15849cb5393211f8af2d318fe19e5eb95e3a7174099e1c15972186227

Observation c5cb6b72-cbe8-4b35-8f4d-b19e3acc3ea8 · outbound

This paper cites Scaling Test-Time Compute Without Verification or RL is Suboptimal.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Scaling Test-Time Compute Without Verification or RL is Suboptimal

Reference 74

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source=arxiv_source observed=2026-08-07T10:42:41.015386Z digest=sha256:0f69685ea538332a175cc70a7f4be643a41d5d0fc784dc4d4ebc7bcf2b9f4360

Observation 446a8264-acb0-4ae6-90bc-642b313bf6f9 · outbound

This paper cites CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Reference 75

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.019362Z digest=sha256:036b8309a33d6d02533b417795f3c9fb4677f5a7892794f9868ca7752b7d6253

Observation 5e535acb-da1f-4c43-9b0c-23df43c80594 · outbound

This paper cites Distilling Reasoning Capabilities into Smaller Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Distilling Reasoning Capabilities into Smaller Language Models

Reference 76

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.023501Z digest=sha256:f59407ddaf6ed2ea832c4d82f9a79ce018ac69531c261de7edb89f717da9699b

Observation 94bef829-d077-47b8-b1f4-47b4db8ae782 · outbound

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

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 77

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no resolver link, observed 2026-08-07T10:42:41.027590Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.027590Z digest=sha256:46864c30eceae6dbe32fbb8baf8afa41b19028524b235941c76655be2800fb09

Observation 8b1714ab-04b6-494b-9ce8-17314c64e0df · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 78

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no resolver link, observed 2026-08-07T10:42:41.031155Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.031155Z digest=sha256:4f7dbc22c928fd1c1c827bf71cdfdd92574a23f7f2f1eb6f38244d5ced9c77b1

Observation bb58430f-8c00-41e8-aeb6-312f0e22a192 · outbound

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

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 79

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no resolver link, observed 2026-08-07T10:42:41.035137Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.035137Z digest=sha256:d33cd3944fd481b7d8e99fa7ff7c1e7f3db005e355b29a5f40a763fd21027ce3

Observation 2a3c3d02-69f4-40f6-8b0b-f724c66ca3fb · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 80

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no resolver link, observed 2026-08-07T10:42:41.039202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.039202Z digest=sha256:63bc3be3be580db486516ac2f0a5a9d6473e0198de79701204e29c134d82d0d3

Observation 76b82e08-3658-4aca-9b5d-f80f9e8f470f · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 81

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no resolver link, observed 2026-08-07T10:42:41.043564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.043564Z digest=sha256:e72541f5c72df90eaab5171c068d68e6625d3b7717b4de02b7226c10803fb102

Observation ae156f52-9e11-4860-a824-3bb924b22d52 · outbound

This paper cites Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking

Reference 82

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no resolver link, observed 2026-08-07T10:42:41.046999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.046999Z digest=sha256:5f56b2ea6fd8d1a8a5c1827f7996f66ebcb5199e79029b42eff3e03772bc10bf

Observation 34e36404-aa2b-42b4-a444-4a6c8b13f947 · outbound

This paper cites A Survey on Post-training of Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning A Survey on Post-training of Large Language Models

Reference 83

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no resolver link, observed 2026-08-07T10:42:41.050774Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.050774Z digest=sha256:ea4e1a66229c218dc0d6622ab9693cb383c8fb6f8d6a34e08fa35bdbf8e42847

Observation 597c81de-f716-4997-8db9-0e9abb590ef9 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning LLaMA: Open and Efficient Foundation Language Models

Reference 84

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no resolver link, observed 2026-08-07T10:42:41.054311Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T10:42:41.054311Z digest=sha256:6f13b216e91374b43ea82cb28060a2ab3a1ad2d3c28dd3566929084546bcb4ce

Observation be2d6a00-891a-44c9-be75-3b3e6a59662d · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 85

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no resolver link, observed 2026-08-07T10:42:41.058254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.058254Z digest=sha256:6f9cf7368d23f5bd803d8f810c5cb77523fca119ace901ae8972805be6088a35

Observation 3d281e0f-b2ff-4014-b741-93bea9901bdc · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 86

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verified exact
raw_fallback, observed 2026-08-07T10:42:41.717034Z

Source-reported events for the cited work

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

source=arxiv_source observed=2026-08-07T10:42:41.062229Z digest=sha256:a3070aa08cc61c43e47b148072273f67b312de2aba2b81ed26328657822a8817

Observation 7a37e095-e299-45a0-a0a2-4aad1b7d1c30 · outbound

This paper cites Mixture-of-Agents Enhances Large Language Model Capabilities.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Mixture-of-Agents Enhances Large Language Model Capabilities

Reference 87

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no resolver link, observed 2026-08-07T10:42:41.065982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.065982Z digest=sha256:60e793e55ab8c53fa21ec6a5c38456ab51e81ec4b96170d11563de27d6aec673

Observation a7bf743c-a242-49ce-b3a0-dce2390b0ed4 · outbound

This paper cites Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

Reference 88

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no resolver link, observed 2026-08-07T10:42:41.070086Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.070086Z digest=sha256:f4966c0d2b80f393ac9cc08e7bb4ea30982ad410b3d16612ff4ef839876ae976

Observation 2c71ec19-6c85-4b64-b0ed-1d49d59249c8 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 89

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no resolver link, observed 2026-08-07T10:42:41.074404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.074404Z digest=sha256:31a35818e42c8fafa3a940931e40e646705be80598dfd36c9bd93d487e1fc192

Observation 1ee8749a-ba28-4f9b-870c-983e93066c8e · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 90

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no resolver link, observed 2026-08-07T10:42:41.078344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.078344Z digest=sha256:8b6a85945b86bbfa14cc9779d6f9c0719c69eb59ef9ef6a6a2f5133fb1a626ac

Observation 169aae46-5f0f-469b-89dd-d35faa0f2fb6 · outbound

This paper cites From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models

Reference 91

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no resolver link, observed 2026-08-07T10:42:41.082119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.082119Z digest=sha256:fc59badceb533f9c82070dcbdf1d982911f7fedeb240a40d03c972986bde06d0

Observation a09a2f29-2492-42e0-b9f1-000907bd094a · outbound

This paper cites Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning

Reference 92

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no resolver link, observed 2026-08-07T10:42:41.085938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.085938Z digest=sha256:843983619bbbbd9c5eceb8392e5dd402696e9e7ff381effcdf88de1299627a51

Observation da008943-829e-4ff3-8ceb-52bae3e6855f · outbound

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

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 93

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no resolver link, observed 2026-08-07T10:42:41.090168Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T10:42:41.090168Z digest=sha256:e2e4bf64bebd01f05e95fbf604f8833d916801b8350da846dac158474614f1b4

Observation 856fcad1-bc89-44ce-b870-36ee1e891331 · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Chain of Draft: Thinking Faster by Writing Less

Reference 94

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no resolver link, observed 2026-08-07T10:42:41.093932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.093932Z digest=sha256:74965f528884c4f41372259dcca207788d413dad28b3f8545f8f265722e2ee53

Observation aa5b6c02-f24d-4e96-be4f-8d0fa8ec7f1d · outbound

This paper cites an unresolved cited work.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work

Reference 95

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unresolved
no resolver link, observed 2026-08-07T10:42:41.097606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.097606Z digest=sha256:8771471071d7b484005c5be13e63d8c8b52708d0124162f4ab698754f2f357f7

Observation 19de073d-6d53-4fd1-9039-9762ac72ed75 · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 96

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unresolved
no resolver link, observed 2026-08-07T10:42:41.101288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.101288Z digest=sha256:e13efb2eb92cdfcfbd71db9a82eb581542e621cd2dff65109ff05f7c3cd1246b

Observation 3d7b29c5-91d4-442b-ba83-6c716e3d054a · outbound

This paper cites Marco-o1 v2: Towards Widening The Distillation Bottleneck for Reasoning Models.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Marco-o1 v2: Towards Widening The Distillation Bottleneck for Reasoning Models

Reference 97

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unresolved
no resolver link, observed 2026-08-07T10:42:41.105722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.105722Z digest=sha256:f39d5fcfe38c14ecbd0205fee282cbbb98ae7ccb72dcacb627d8a5759da607cc

Observation d1c044e4-0d5c-4400-8ffb-00a8801ed183 · outbound

This paper cites Z1: Efficient Test-time Scaling with Code.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Z1: Efficient Test-time Scaling with Code

Reference 98

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unresolved
no resolver link, observed 2026-08-07T10:42:41.109566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.109566Z digest=sha256:7344aba7d8350269909c07ea6e1ebbed40c15f5809ea4fe4c3378cec24cd8a06

Observation 2c9a26b1-9450-4dfc-851b-4aab33de10b9 · outbound

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

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 99

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unresolved
no resolver link, observed 2026-08-07T10:42:41.113372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.113372Z digest=sha256:7dcf14c06e176b9c6f52340236d927954758ba9e7c9c9923d42f4b393da36891

Observation 7c2e7bc9-f5ec-4320-8900-64356e2132a6 · outbound

This paper cites Robotic Control via Embodied Chain-of-Thought Reasoning.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Robotic Control via Embodied Chain-of-Thought Reasoning

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-07T10:42:41.117535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.117535Z digest=sha256:bfa3242e776431decde2b0a3a6a3967f07fa153afa405e3e8bdd7dfcbce83c1c

Pith citing papers

Observation 90b49a83-d1f0-401b-998c-5e5d55a722b9 · inbound

From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning cites this paper.

From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:10:50.484049Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-05-10T19:19:15.053725Z digest=sha256:9e01dbe3d324d7db7e364898abfe018889796275bd5d51a2f30bc726b8d94742

Observation 098ae905-fb5e-409a-bf9f-919c1204237b · inbound

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling cites this paper.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning

Reference 4

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no resolver link, observed 2026-08-06T00:31:37.906068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:31:37.906068Z digest=sha256:b6d99433b704954580a551d8479ba140c19133b8abc028e996eef226ee7b6c3f

Observation 7c5fbaca-f5d4-4a6e-8476-77dc31f4d868 · inbound

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling cites this paper.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning

Reference 53

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unresolved
no resolver link, observed 2026-08-06T04:18:02.099873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T04:18:02.099873Z digest=sha256:cf39d5d77c5562f8d63f36ed5032334b06bbee04a7906cd8ab77c462023a3860