Paper Citation Record · LEDGER

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing

As of 20 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2608.07424.

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

pith.paper-citation-record.v1
2608.07424 v2

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:17:28.305280Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy18
unresolved26
parse uncertain2
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2cafa792-6977-4c2b-9aa3-9bcc0657f2a8 · outbound

This paper cites Advances in neural information processing systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in neural information processing systems , volume =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:27.997519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 290ef5f8-c5bb-48b5-a5d5-23afc4682617 · outbound

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

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.007256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff110e4d-a562-47d8-aff4-2dfec021fa2e · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Training Verifiers to Solve Math Word Problems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.016185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf478559-665f-4d71-b504-dbbe0fec7224 · outbound

This paper cites International Conference on Learning Representations , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing International Conference on Learning Representations , volume =

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.271169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f7fd3c4a-6be5-40be-960d-f56a2b627180 · outbound

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

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.030642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ca671a7-b423-4174-a300-31ef0a0c9e79 · outbound

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

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages =

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.248203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 346ef0e5-4e16-4b06-b183-6cc64fd232fc · outbound

This paper cites Qwen3 Technical Report.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Qwen3 Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.043739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a80663ef-42f0-47ee-8dbd-df341351d05f · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.229381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 642b8728-98c6-4eea-82dc-587aaf354f2e · outbound

This paper cites Scaling Evaluation-time Compute with Reasoning Models as Evaluators.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Scaling Evaluation-time Compute with Reasoning Models as Evaluators

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.057098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3248d106-bf70-4246-a449-32b3074ef3a4 · outbound

This paper cites Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.064277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427aefa4-3d98-4a6d-afcc-317dfa97d7c3 · outbound

This paper cites interwhen: A Generalizable Framework for Steering Reasoning Models with Test-time Verification.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing interwhen: A Generalizable Framework for Steering Reasoning Models with Test-time Verification

Reference 11

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T04:17:28.650358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8791c5be-a7fe-473e-a472-02174321f6cb · outbound

This paper cites Phi-4-reasoning Technical Report.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Phi-4-reasoning Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.076043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a92ffd19-719e-4298-b521-5021aca5f90f · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Measuring Mathematical Problem Solving With the MATH Dataset

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.083777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9e4560f-7ef6-4e54-96f0-de506de92825 · outbound

This paper cites an unresolved cited work.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Unresolved cited work

Reference 14

Resolution: parse uncertain; no resolver link, observed 2026-08-11T04:17:28.089929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1421ae3-5987-4d74-94d4-b1c00dc04336 · outbound

This paper cites 2025 , note =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing 2025 , note =

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.193110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a505c9fb-4434-4263-abb3-36d041a27ee8 · outbound

This paper cites an unresolved cited work.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Unresolved cited work

Reference 16

Resolution: parse uncertain; no resolver link, observed 2026-08-11T04:17:28.101776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 161a4e2d-7da2-4970-bde5-5779b6032303 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in Neural Information Processing Systems , volume =

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.154388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef0bd0c6-03d6-467f-8a9a-9880ced533f3 · outbound

This paper cites Proceedings of the 29th symposium on operating systems principles , pages =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Proceedings of the 29th symposium on operating systems principles , pages =

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.131371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b8480696-9fa0-45a0-85dd-7c7edbd08858 · outbound

This paper cites Advances in neural information processing systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in neural information processing systems , volume =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.121383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 128d014b-96d6-4869-978f-5975cdb9eb7a · outbound

This paper cites Journal of machine learning research , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Journal of machine learning research , volume =

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.100083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 754197af-3181-4b5c-9834-2d4d0cd0d543 · outbound

This paper cites Advances in neural information processing systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in neural information processing systems , volume =

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.080647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2e481435-7c3b-41b5-80b4-63253e5c09f0 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in Neural Information Processing Systems , volume =

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.059872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5309beed-365f-4720-9a76-59839fae02f0 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing ReAct: Synergizing Reasoning and Acting in Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.146474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34ec474d-634b-46c0-a86a-646953606e92 · outbound

This paper cites Advances in neural information processing systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in neural information processing systems , volume =

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.038630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3de86866-820a-466f-92d1-eafd912caa27 · outbound

This paper cites International conference on machine learning , pages =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing International conference on machine learning , pages =

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:29.019989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d6a854de-ba36-4621-9f70-4cc1ac5a6f9b · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.167249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fde510c-3519-4480-931b-bb18242e811a · outbound

This paper cites Advances in neural information processing systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in neural information processing systems , volume =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.173117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1574ef32-115b-4c3e-8708-616ff981a471 · outbound

This paper cites Advances in neural information processing systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in neural information processing systems , volume =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.178912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b24f7f8b-1b90-465f-9321-f8b6387a3c31 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.184752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c4a006a-640c-4a61-a2ce-39460fd2a1c0 · outbound

This paper cites Science , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Science , volume =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.191367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1e290e3-1084-4114-babb-31c43c7a34ff · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Solving math word problems with process- and outcome-based feedback

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.197376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a45bda8f-3cf8-4f7b-b93e-837781e34c2b · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:28.942638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f3747ede-0460-44c3-8f33-a3ae0e820d87 · outbound

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

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Findings of the Association for Computational Linguistics: NAACL 2025 , pages =

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:28.920690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f7234770-3fb3-488b-975b-413299a3c6f1 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:28.901732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 23f9cad9-35fb-4011-ac61-311c1d974c4c · outbound

This paper cites Adaptive Computation Time for Recurrent Neural Networks.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Adaptive Computation Time for Recurrent Neural Networks

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.222826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56ca2d5c-e547-4a8f-939f-1683c8f1d2dc · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.229120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb62b819-ad96-442e-954b-20c9f5b45d32 · outbound

This paper cites Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:28.882327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ebe21d6c-a89c-4fa2-9d92-22b822072e47 · outbound

This paper cites RouteLLM: Learning to Route LLMs with Preference Data.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing RouteLLM: Learning to Route LLMs with Preference Data

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.241598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2df65ab-7274-4388-95fb-843a56d93014 · outbound

This paper cites Advances in neural information processing systems , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Advances in neural information processing systems , volume =

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.247755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ace57279-01d2-452c-ab8c-e1817ee3c64c · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.254832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76e62273-57a7-41a2-9c7e-2baa89388e64 · outbound

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

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.261804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4821a21b-80c7-49c0-98cc-898ba7fa18af · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:28.846678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3a76bdd2-776e-4d56-a622-5ca8bae1c6b2 · outbound

This paper cites International Conference on Learning Representations , volume =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing International Conference on Learning Representations , volume =

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:28.826192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d20f26ec-b36a-4f60-a2ca-78c6e0d50db4 · outbound

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

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.280891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 253e62c3-bf05-4300-b54b-97b6fe472d81 · outbound

This paper cites A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.287021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c18e873b-5cdd-4b26-bf99-1a1e96b02573 · outbound

This paper cites arXiv e-prints , pages =.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing arXiv e-prints , pages =

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:17:28.804720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5924a9b0-1e17-43ac-b442-ce885de8e09b · outbound

This paper cites Latency and Token-Aware Test-Time Compute.

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing Latency and Token-Aware Test-Time Compute

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T04:17:28.305280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.