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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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:f76195ed24e9c07a75d00c1a9fd49e69c9a9f24a8bb9701c2615ce7c61dab4d1

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=sha256:53d5140ac2e3845f76d2f47ac19d28dcc63743b35361d16bb9b74eab53d0e39f

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=sha256:02ef779e3321269f98d78fde2ee18a1d8321915bb553a89c6d1dc531bd817d4f

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=sha256:6cec0840c9958a6fb14e338c3e0a40626393f10e6eb1976b6f5166169890a604

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:d573ac2a89482e11edf032453be7aa86b8d75246f59a1adffa76caa91c799c40

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:b583e720e7116ee100c39ee9d908cebbfc717c5300d620e9a7b3b66e125bd9b3

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:ff150a38370836c889308ba225a17a4533ef1b15fec79d9d02c0e5b2c8f5dfb1

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=sha256:8e9aedfa6d164645da3f7ed9fb67ec0cc6ada0ea8391eae952685e3b9cdd26b3

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=sha256:07617a6214b4e42c3922a42acfe0e5d96d6a220354d7bec61869a9bbaf5c1058

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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.460075Z digest=sha256:054856c7039609603f5d1fcbf52cf6f1df47141b42359cbf15873e116d918ae5

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:ee7a4dd8df21c5ead435b8d34f0f166f70044dc4a3cea0275f3fb09ffc4d7257

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:fdefa8e5d70051fc3d1b66b505a43683a8ec378fa93dc0872be5b5d17ec7bb6f

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=sha256:8eff52ec2c9e2c78198bc4cb6e0ce5bb6f7946ff7d7d298cea1a9c5d3b48a899

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=sha256:485dcd9a0d8f98d17a2b61242590aede1dc29e4649f77b64775c3923ab993afb

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.719212Z digest=sha256:fe4d84ad9cfb23dd967405f6184d8f45ceb1ccfc115a6cd0eed2755fe29ab434

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=sha256:5654b94b7298d848bf7c9d6fb1951f112cc171787ba4aa1b701d755a00f52588

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=sha256:9a1f4333b872e609a793060affffd813828778b2a50cada8c7a54bfa7d4fb395

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:a2ca91a47b1d05fddcfb3e4dbf617fd0e1014e9647b8e6cb4115f8d26e136d8f

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.923917Z digest=sha256:b071230a1617d6a9c86fd19eb700cf12cebcc82ed0430205a2b8d664920a0af8

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:38.944246Z digest=sha256:6a0a6c5e189b54b1dd94c521184223ca81ec4f2676ab61d0cf041346d5021c2b

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:c555b1976672cc8a3362fee4cb87cc0f9150b5a32f044e4e3ea2856dfaa0fca5

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=sha256:0b6b1fa27d51cae3df9aaf83d299e7973b030afbc6de70931c6c85c65f851e8d

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:a6abad5fc97d26c9214487eadd37b78165f9764fdc780cbd7af50663b530d43c

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:fac17500ee866ecf2e43c69d824fcf7ebd9c3d577998ba66e0eccfa124712be5

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.223493Z digest=sha256:ef93e2e5336462617af6a0cefae1035cbc64a4c2d6277559fcbbfe346d906b2b

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:ac8fcb30416e656482269e22774f3082a0b514a2e687cfd73f7c19e181b64ec6

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=sha256:07fb5529cbae5e0e8e52cbab2cb630bc07ad2d10aaa2a30b574677afe0464a25

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=sha256:62c2534a4a819aeb61382d74a198c832cf2ac48ad5dd85bd0648aa18a7fbcfa2

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=sha256:25bb312f3b976a0f57eacce8a4dd4879bde818081a97fbd3adc058f4ce9bb376

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=sha256:6fe561eb0dfd270145143cc5b066378e2e409acc1a09320656f02d7a6fc494ed

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.620713Z digest=sha256:9acb42aa62be9e9d225e5bd41416dacf06e110d0944b83ed75e399998f6af95d

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=sha256:5c9f1522e64ce7b226943cb414ed1a3eff17bf1de7f54907b826c2d3fbeef893

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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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=sha256:38b5826e31dde1ec772d31df9e59fc15a1dc9294302c426045dcbb832cc1b8b7

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:a85a9a8b51534a926b8c200becd196b56cda8da07737af5e249d72ae16742da1

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:39.805726Z digest=sha256:8571186e80934b780a428cabebd305f2ac4f03c06ca66573d08958afd5cb7d5d

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=sha256:393d19840734e7e944312195fc66070e39a2302f1b1715b126f4c9c019be847a

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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source=arxiv_source observed=2026-08-07T10:42:39.904874Z digest=sha256:3e0b3738b047d49a1a10c506f8b1de8313f2487b9decc52eaf4b40233fe657f9

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=sha256:9c5e03a4b78872c86c3fa65792b820008344b060151cda6e16157287d4d77d8a

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=sha256:1e96f39e1e2d455f71398d053c7aeda8c752807079bb0c717f65c5697ebaa609

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=sha256:7f0eaebbfc787d137c06579b0fe690c35a8b7efe717e1eb2dcbe2f730433b9ae

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=sha256:0bf270589e9159dbdfef9fc84391da105ee550bbf95c150f6285486b59024d6b

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:fe14b34a1e260bb3b482c003832d53d280b0bdcd2c2cbfb6681ffb81835e25fd

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:aecf1210a63a3553bb2a4d99754feb6b8c5896572a1429e0e8ec27089f7a1964

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=sha256:9162619cb536a856688351e2f3815d407196a88ea91ecfca24561268f5c8fd23

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=sha256:496a4c23d48b6a5e08696f11b26f15bdd3720fb46c15910f7b13b64db5b445fc

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:e8317fac17f4ea4726e2c3c18df9a00935b96358d735e273c264bcf1ffb98947

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:f6eac1041d82840a36601a0b686135cc58f341ea9b059546121c98c4d6927f16

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=sha256:37e0cbffdd706198bcaf0777a26bc1657eb86bf8a14d6facb1065334f0ccc298

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=sha256:255df43cca9e24aab53706ae692406308bca0aa6ed0f13bb461435d8b7e34257

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=sha256:276b96592c6d1feaf08c05a856d8934854d18896829a4e1ceb5cafefdda84cc3

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=sha256:4568a48b2920ea545b26d8b69692916cc681f9544f18f2d2fcaab0be4664240f

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:f921f8050424774733374c810b0ff7ad2d51a83921fa27e08d75a1acb888c738

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=sha256:2304ea4d9ccf7f9376cde214ab37fd4316c4f8e52b0b915ed56442ab4658236b

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:e0ee6df9a36c331263cdda5d076f765af3eba7eb70118eb1bd00568a9ab00d9e

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=sha256:65a960abd96d7c01a99414311e103bf0fcb80c34ec1f9c71340ace8d59bfb7db

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=sha256:82878b27ac7da977efa796064b54019f41c247cf62c079c9c2491d2405591367

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:f34d0ca83328c73937a8539fbc874edfdf2db294b05db6131ff094bdad78bde6

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=sha256:9174ca3d6c538765a774b9cc3d2e53031f08be64c5c30ed8c4721c52d4811774

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=sha256:8d02e59baa45a181d9b6276b9a2e00df1fb2937c6fd1d2507ca974dd4b745261

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:fc03d94805bb505ec7f25c214fe04d790f1b3832f9b12b1b2d962f650af723e3

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=sha256:1959c9d09e5ca3863ddc109b15da4236be2d0f44468db2e3280c078f4de0ebba

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:ca501c8f4c54d0d177b0a963565a7016edeeb8168c8fe6c2c13b27bd4438f8f5

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:cad28927c3237f9fa386e0feca54d3fcacbfa52560464ebde29bf0357c086b84

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=sha256:17172df96efa5ce0ed0e4acd11a5f0ec971d1c37c411c9f61df09cc837e91825

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=sha256:27c2884a960dbdb9eb4f2803075be68a52394a9464869a6a4825f9cb6a551cc6

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=sha256:2ceaa5ea20cbbc8110237debb009959b374bbf80e37789ec2835c1e4c1b09f38

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=sha256:60201931af4cbc3ed7444c70cc93ba1287d3d771f9ab1fa95222d5df52cd8d3c

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=sha256:287977a32e0096b4de27ac8133bcbe4d3c2eb752ecd3c49658e3ad5c2331c725

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=sha256:067ef1cba4004997a7295257a4889860fa9ce9aa488ad5ef8224d6632075ea07

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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source=arxiv_source observed=2026-08-07T10:42:41.000156Z digest=sha256:0c5dd40c4c5ee10e5b2fcf76d5bcdc617efa56391bbecfb5f81a86d68c1ee891

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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source=arxiv_source observed=2026-08-07T10:42:41.003844Z digest=sha256:3c9c5423a4fbe98f14c6a9b90937392dfc1c064eea889b4559835a0799021332

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:f0fa774c2b03d4585ef2805de2aa7196fa8b6160ad4ce8322c761173106819dd

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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source=arxiv_source observed=2026-08-07T10:42:41.011502Z digest=sha256:521fbea55cda46855ce80288f41da47701eba9fd11da1736d1d9bdfa332d1666

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=sha256:5d1185cea76b26f753db5429d20e5c455eebc936dc25c3cf1f89e41b55ea7901

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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source=arxiv_source observed=2026-08-07T10:42:41.019362Z digest=sha256:1a063ff60b8047a0795f5c6833425bcce4548a8d81ebc15c815498f58f38db4d

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=sha256:517d7c2d4a429b9a54862a651db2560f2dff5d5b9d0621c0b94a3c6b914deebc

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.027590Z digest=sha256:54b2ea0802a15350643444f43e0e3c100465c185c875249ce8f385016c8501e6

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=sha256:1aad211d61f5424fe6d90dd05441d8b73543a327ce71b36f0912c87b23998dea

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=sha256:9208e3af1ec14064fa6bd64fd9f24f0d79b6a04937e4adf0360f7d5d2c84eb62

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:a3917bfa4d18e987a5a1d3c99c824f940f0c84ae6790bdab67e91e7d7b583e21

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

Resolution
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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=sha256:34fcfd9bc5e77eab38c775e14de2e1f2bf60db21ea0a5d15867ac8f695b95fb2

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:f2bf6e87c9b09c8119a1a850591e9a20e9efc0906e607e6fc536c677b85922a5

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.050774Z digest=sha256:3ac7acc8576ece99a54d9231e2849c20d8966e1d6227255b381f02aa5ce9b5e8

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

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.054311Z digest=sha256:361232685a0ebe857abcca6f66e31a84ef60f78c55d984870028ef9beedc87f4

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

Resolution
unresolved
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=sha256:48733658e539c987b3a538da9107c275f3db5e31619cecc58d7a16b888daa640

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-07T10:42:41.062229Z digest=sha256:ad372752a2eb7b977596eb5f8db51d00b1faedb01adb1d02a0ffb243c556f6be

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=sha256:622980cfca53bb0d0227aca49b10ed1152d5b527e55a14256d1a7ff813e345eb

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.070086Z digest=sha256:66c8ab3f8742376944c2143e689f655f9c9ac737174a75a9cb1f023676408e4e

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:e4ae2845ca2140dbc6a93903b3d15416e3cb57d9bf20ce930f7f74e05555faf6

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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unresolved
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=sha256:30413f8f68c75976afce8a67d2574529c7b71740d1d15c051373508fcf39d358

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=sha256:36c483967d8367d580ae791cad1381a5fe6e1e3f0ddd54294795111dd8ad44a6

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:b25a52623957b117667255a5141eb1dc7d510d8f79816a8c968ee08048566bb2

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

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:42:41.090168Z digest=sha256:b683df6086e8af83aaa8cb79b01289cf8e48ece2bcf22f11241ce051d2891d8e

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:cbd5f9c4012ed54c483c341133d82044a08a0d2b2ce921c2be08eaa342923c3a

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

Resolution
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=sha256:681d43a3e061ba235265fbd5ffad3033fca126c1843dd210766f48216a8136f8

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

Resolution
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=sha256:5617989b3207f02fa0e6f40196e6f73cb37e82f24811d389f5a54308016593cc

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

Resolution
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=sha256:0391991fa1754e7297f75599e555b71c4e54c2a07751756b195d17ebdabf79b3

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

Resolution
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=sha256:23beb3e344fecffba1f541f55b6822f868e0dcb0ef36ed5d12631d5938c9ac0f

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

Resolution
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:b4e4467dcea406cf8ff4c2526b00422b47e148511094e6fbe7ae72f116c942b3

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:aacc900c817e7bf46af0b6913e1a9605f6d6a4d9cfa10026d4546f5c57c9034f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T19:19:15.053725Z digest=sha256:e91e0035278a8af8af14ad98535e74c14d49f35f299573ae638a26b6aeec3181

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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unresolved
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:ca63259d8f6816d784e74fc5b0d27b67090b3edfd4788ac9977fa0f898e372ee

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

Resolution
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:cb0e55875bb8d094df356e3e72e2cb89dabf16d17c712fd5fb06c563c53f6f09