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Paper Citation Record · LEDGER

Consilience for Verifier-Free Test-Time Scaling

As of 11 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2608.09898.

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

pith.paper-citation-record.v1
2608.09898 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:48:31.620558Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

56 of 56 outbound references displayed

  • verified exact4
  • verified fuzzy8
  • unresolved43
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b9e391d-bea0-4b5a-bf77-17e6b1d822d2 · outbound

This paper cites The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning.

Consilience for Verifier-Free Test-Time Scaling The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Reference 1

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source=pdf_text observed=2026-08-11T04:48:30.386204Z digest=sha256:b2faf163953f6c3bb3bf734eb006227f63f9aba05a3fa9fcd539ac74b9de7de1

Observation 04c38bda-0585-46bd-b873-d0e25f39e4e6 · outbound

This paper cites Math- arena: Evaluating llms on uncontaminated math competitions.Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmark, 2025.

Consilience for Verifier-Free Test-Time Scaling Math- arena: Evaluating llms on uncontaminated math competitions.Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmark, 2025

Reference 2

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source=pdf_text observed=2026-08-11T04:48:30.469921Z digest=sha256:d9551881c6135a7127bfe4ee9964b27160e4e74c4c891f2ab5b168f9b17f208b

Observation a1097bb9-691a-421a-8234-c414b5ad1019 · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.Pro- ceedings of the AAAI Conference on Artificial Intelligence, 38(16):17682–17690, March 2024.

Consilience for Verifier-Free Test-Time Scaling Graph of thoughts: Solving elaborate problems with large language models.Pro- ceedings of the AAAI Conference on Artificial Intelligence, 38(16):17682–17690, March 2024

Reference 3

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source=pdf_text observed=2026-08-11T04:48:30.507958Z digest=sha256:e25522fddd354f6052e5ce13f9be59bc3fe613f8b7a19af0104cb72ddb302796

Observation 5d6c9c84-88d0-4825-9263-d7408a9102e9 · outbound

This paper cites Qwen3-Coder-Next Technical Report.

Consilience for Verifier-Free Test-Time Scaling Qwen3-Coder-Next Technical Report

Reference 4

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source=pdf_text observed=2026-08-11T04:48:30.514538Z digest=sha256:e59a1357b527753764fdc6ce834e75f6883f0efa2204db2edd572128484219eb

Observation 92a932d2-daa9-46a3-a5d7-947cb6bca7fc · outbound

This paper cites Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems.

Consilience for Verifier-Free Test-Time Scaling Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems

Reference 5

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source=pdf_text observed=2026-08-11T04:48:30.521280Z digest=sha256:d2242250da339293f306c729e9445eb63bb46da154f44d982f0ae92275ace9c0

Observation 8df6a4fe-2959-45f8-88c0-8c2b7e684c5d · outbound

This paper cites Universal Self-Consistency for Large Language Model Generation.

Consilience for Verifier-Free Test-Time Scaling Universal Self-Consistency for Large Language Model Generation

Reference 6

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source=pdf_text observed=2026-08-11T04:48:30.527816Z digest=sha256:08b4e5dc90a3c9dda94f51d27d7f6890bfd5188f3e26dd00e5b3bfe1aa11c5c1

Observation d4d97ad1-9d5a-4ac8-a858-782884aed7fa · outbound

This paper cites Reasoning with Exploration: An Entropy Perspective.

Consilience for Verifier-Free Test-Time Scaling Reasoning with Exploration: An Entropy Perspective

Reference 7

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source=pdf_text observed=2026-08-11T04:48:30.537099Z digest=sha256:029bb5421b33ea08b5a365cbd56e6f0c2f221dc8b02253c808908fd53dc6c8af

Observation 6779355f-5352-4479-bf75-88c0e27be633 · outbound

This paper cites Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models.

Consilience for Verifier-Free Test-Time Scaling Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models

Reference 8

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source=pdf_text observed=2026-08-11T04:48:30.546285Z digest=sha256:9164e5ffbbf3d355e4c8eb74a3876fc0d5b18c5d45cd6ce609dc21130d974a99

Observation eae900af-e855-447e-b4de-ef6f9dd070a8 · outbound

This paper cites Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification.

Consilience for Verifier-Free Test-Time Scaling Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification

Reference 9

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source=pdf_text observed=2026-08-11T04:48:30.555690Z digest=sha256:783f74564b1a8fc4e6be632d0513fb5eef566329d90e48fd3acc2141a19dace5

Observation 31fe0e06-b1b3-4c09-98a5-153051e247ea · outbound

This paper cites Multiple choice questions: Reasoning makes large language models (llms) more self-confident, specially when they are wrong.IEEE Intelligent Systems, page 1–10, 2026.

Consilience for Verifier-Free Test-Time Scaling Multiple choice questions: Reasoning makes large language models (llms) more self-confident, specially when they are wrong.IEEE Intelligent Systems, page 1–10, 2026

Reference 10

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source=pdf_text observed=2026-08-11T04:48:30.564668Z digest=sha256:e555b0d4b556717f7c53b2720cd619bf8a94a36a7badae28ce13a33b837e0b82

Observation 5eed7353-08dc-4df7-b79e-5094ff1c52bd · outbound

This paper cites Deep Think with Confidence.

Consilience for Verifier-Free Test-Time Scaling Deep Think with Confidence

Reference 11

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source=pdf_text observed=2026-08-11T04:48:30.631922Z digest=sha256:04ce265cf0263af5d3fafd480618d008231c8d4c4d698296227834f01c728770

Observation 5720860c-3aef-47c2-be11-777dcfb565a8 · outbound

This paper cites Zico Kolter, Andrej Risteski, and Aditi Raghunathan.

Consilience for Verifier-Free Test-Time Scaling Zico Kolter, Andrej Risteski, and Aditi Raghunathan

Reference 12

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source=pdf_text observed=2026-08-11T04:48:30.701223Z digest=sha256:c20fd9f4d40cefeef77e23ffe8c5435a46a382f9ef8e3a5072fef35e72a14469

Observation bc3e6d19-5aa2-48be-bfa3-3a58ace31ff4 · outbound

This paper cites A survey of confidence estimation and calibration in large language models.

Consilience for Verifier-Free Test-Time Scaling A survey of confidence estimation and calibration in large language models

Reference 13

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source=pdf_text observed=2026-08-11T04:48:30.793766Z digest=sha256:17150df4b58779aa8489d14c93983718e2e401e9a1231c0b75db42acbd178bcd

Observation c48e55ca-1cc4-4497-bde2-41313aabe483 · outbound

This paper cites an unresolved cited work.

Consilience for Verifier-Free Test-Time Scaling Unresolved cited work

Reference 14

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source=pdf_text observed=2026-08-11T04:48:30.801711Z digest=sha256:b0d55a8e0fbd4a1a80ea1b3206a18e56d90de33f1d4a28effaa93ef84009a44f

Observation 12f8e8a1-b670-49e4-a2cc-675ed3fdff72 · outbound

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

Consilience for Verifier-Free Test-Time Scaling LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 15

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source=pdf_text observed=2026-08-11T04:48:30.810621Z digest=sha256:43d85e4335446ef42fd62265be735a8a82518a424faac4a75be5d02abcbced0c

Observation e2ec731c-0a2d-4fbc-ba06-d7ae7796c085 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Consilience for Verifier-Free Test-Time Scaling SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 16

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source=pdf_text observed=2026-08-11T04:48:30.818113Z digest=sha256:dbfcc02f45e1aa8cea4aa3eb6a0e696a36784790b0ca2f9820d41b02569d2dbe

Observation 1fcd000a-0fe4-467b-8dd9-51920ff1b6b4 · outbound

This paper cites Scalable best-of-n selection for large language models via self-certainty, 2025.

Consilience for Verifier-Free Test-Time Scaling Scalable best-of-n selection for large language models via self-certainty, 2025

Reference 17

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source=pdf_text observed=2026-08-11T04:48:30.825835Z digest=sha256:fac8a1c6724c44a3a06f53437a85493a830df941451df1a0bc708ae48b8bcb5d

Observation 5b1ebf89-fe1b-4140-9fc7-4fb0fd639a0b · outbound

This paper cites Early-Token Confidence Predicts Reasoning Quality in Multi-Agent LLM Debate.

Consilience for Verifier-Free Test-Time Scaling Early-Token Confidence Predicts Reasoning Quality in Multi-Agent LLM Debate

Reference 18

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source=pdf_text observed=2026-08-11T04:48:30.832980Z digest=sha256:ac1d0d2e51aca8e095a3728ab543cd883792e1dceeb905dacae9c9487ed36dde

Observation 4d8c27ca-4440-46e8-90ae-1d92e777343c · outbound

This paper cites Scaling Test-Time Compute for Agentic Coding.

Consilience for Verifier-Free Test-Time Scaling Scaling Test-Time Compute for Agentic Coding

Reference 19

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source=pdf_text observed=2026-08-11T04:48:30.844352Z digest=sha256:3154939cddc30779218683698e651f485f59919a93c2372d493b6e5b4268edb3

Observation 4325dc4b-ea0f-4943-b46b-4a67d54f23c0 · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

Consilience for Verifier-Free Test-Time Scaling Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 20

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source=pdf_text observed=2026-08-11T04:48:30.855313Z digest=sha256:695fffce92b5b0adc4a84b2da6f519b9012334f53cae45029f457e53ad10f2c8

Observation 7c099783-a30a-4215-a997-0c117177f854 · outbound

This paper cites CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning.

Consilience for Verifier-Free Test-Time Scaling CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning

Reference 21

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source=pdf_text observed=2026-08-11T04:48:30.864701Z digest=sha256:5d8769305cb7f6bf86428521f87aa25810ceb0579bdef6ac61c3dbce67aa4b50

Observation 0da969a2-3a7c-41e3-a361-258f7d9934ab · outbound

This paper cites Know When to Explore: Difficulty-Aware Certainty as a Guide for LLM Reinforcement Learning.

Consilience for Verifier-Free Test-Time Scaling Know When to Explore: Difficulty-Aware Certainty as a Guide for LLM Reinforcement Learning

Reference 22

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source=pdf_text observed=2026-08-11T04:48:30.873942Z digest=sha256:d32a519eb9c3c7d09cbdb7443237722f85b9dedadda5c2a84e9ddb8c148d4c04

Observation 8070d461-90a1-471c-8731-86f545a3e36d · outbound

This paper cites Escape sky-high cost: Early-stopping self-consistency for multi-step reasoning,.

Consilience for Verifier-Free Test-Time Scaling Escape sky-high cost: Early-stopping self-consistency for multi-step reasoning,

Reference 23

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source=pdf_text observed=2026-08-11T04:48:30.881503Z digest=sha256:a3fc2f685265259f4b2a0b7852acb97c06be4673babb6ee15ba4c61e3fb218a9

Observation b1de662b-97c5-4c57-8ce5-660896164a76 · outbound

This paper cites Lost at the beginning of reasoning, 2025.

Consilience for Verifier-Free Test-Time Scaling Lost at the beginning of reasoning, 2025

Reference 24

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source=pdf_text observed=2026-08-11T04:48:30.902686Z digest=sha256:c6e892348072ad4a8cd6e96206e88cdf50a8c5771388d70d1f68c7d478530642

Observation 060b827b-ee8d-4bda-81b4-a86f7e8c4e88 · outbound

This paper cites Let's Verify Step by Step.

Consilience for Verifier-Free Test-Time Scaling Let's Verify Step by Step

Reference 25

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source=pdf_text observed=2026-08-11T04:48:30.913844Z digest=sha256:813f600eca80d92a3ff28c6d3497145a7825024ff5e30b105ae4a9ec9458c569

Observation 75ec1397-81a1-429a-a615-76d050400dc9 · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

Consilience for Verifier-Free Test-Time Scaling Self-Refine: Iterative Refinement with Self-Feedback

Reference 26

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source=pdf_text observed=2026-08-11T04:48:30.921631Z digest=sha256:cb5cd31303915b1163ff2adce001cdaec05dd8004cba7048f9a41ebf5845fa4c

Observation d9c43b59-6e03-46ed-a3df-9423f4a1c204 · outbound

This paper cites Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic.

Consilience for Verifier-Free Test-Time Scaling Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic

Reference 27

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source=pdf_text observed=2026-08-11T04:48:30.947202Z digest=sha256:4c53c34e9709c70ff3dea5f192b1856ba593afd1d3ecb5048f65b9325f3835ae

Observation 45dc9bc4-159d-436a-bbb1-a2a8e93c1293 · outbound

This paper cites OpenAI o1 System Card.

Consilience for Verifier-Free Test-Time Scaling OpenAI o1 System Card

Reference 28

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source=pdf_text observed=2026-08-11T04:48:31.013675Z digest=sha256:68e32f8cd7bb0aa3e585a1e5fd1eaaf480048eaee12c48f5b533c6803ac590f8

Observation 1ff02c65-d60d-49e8-a0ec-613c0a64a9a5 · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

Consilience for Verifier-Free Test-Time Scaling gpt-oss-120b & gpt-oss-20b Model Card

Reference 29

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source=pdf_text observed=2026-08-11T04:48:31.065434Z digest=sha256:00720a3516bfe6bc421eb88f20cd1db16ff1232d24fe559627315b1730c019bb

Observation 8276fbe6-03b1-40f4-85e1-edec7c33838d · outbound

This paper cites Maximizing Prefix-Confidence at Test-Time Efficiently Improves Mathematical Reasoning.

Consilience for Verifier-Free Test-Time Scaling Maximizing Prefix-Confidence at Test-Time Efficiently Improves Mathematical Reasoning

Reference 30

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local_arxiv, observed 2026-08-11T04:48:32.395054Z

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source=pdf_text observed=2026-08-11T04:48:31.084050Z digest=sha256:83ad2ee9b6a603fb62c73001ad605977828b7acff4e5d750b7762cdaac294c79

Observation db99ce5a-aaa3-4f43-8071-74795ec005f1 · outbound

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

Consilience for Verifier-Free Test-Time Scaling GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 31

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source=pdf_text observed=2026-08-11T04:48:31.093799Z digest=sha256:6ed0ffb0d20e411999a81bc6845d11fc35d8a79ac80d5c23f86dce623244d196

Observation 4d40be35-93bc-45cb-92ea-d59cb0d5da92 · outbound

This paper cites Self-critiquing models for assisting human evaluators.

Consilience for Verifier-Free Test-Time Scaling Self-critiquing models for assisting human evaluators

Reference 32

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source=pdf_text observed=2026-08-11T04:48:31.103538Z digest=sha256:b11294861bf12d81e5804ed035f66dc83918687baeeaefb537353bbea7d054f8

Observation a3970d99-0199-4843-903d-03a37e3305cf · outbound

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

Consilience for Verifier-Free Test-Time Scaling Scaling Test-Time Compute Without Verification or RL is Suboptimal

Reference 33

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source=pdf_text observed=2026-08-11T04:48:31.112720Z digest=sha256:46e0a39b61024eb0f6b4673fdc3ae0ae5b63826e31a1da5d827454f2c8342f67

Observation 44993166-89e6-4306-b6fb-21f8ba40f4dd · outbound

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

Consilience for Verifier-Free Test-Time Scaling Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 34

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source=pdf_text observed=2026-08-11T04:48:31.120912Z digest=sha256:2cee3d7f8104302bddffa27b0870e0db142ac4a516577e0dbdf266c4151cf422

Observation 68a39abd-f34b-4532-88e7-8cfd1934c4f6 · outbound

This paper cites Bartoldson, Bhavya Kailkhura, Guillaume Lajoie, Glen Berseth, Nikolay Malkin, and Moksh Jain.

Consilience for Verifier-Free Test-Time Scaling Bartoldson, Bhavya Kailkhura, Guillaume Lajoie, Glen Berseth, Nikolay Malkin, and Moksh Jain

Reference 35

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source=pdf_text observed=2026-08-11T04:48:31.127412Z digest=sha256:a6a9b7b7917854fe2b1cff2a5fc70dd3d7264713c64c9964c4c6f50b1881e997

Observation 77339b31-91e5-4021-a4c7-3870c36f322a · outbound

This paper cites Math-shepherd: Verify and reinforce LLMs step-by-step without human annotations.

Consilience for Verifier-Free Test-Time Scaling Math-shepherd: Verify and reinforce LLMs step-by-step without human annotations

Reference 36

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.136395Z digest=sha256:702918816ae1364b8d19f963c4d8b33953ce474799233672773dfd4b4f674838

Observation 299cf992-0296-45bc-b898-4af48a29ded4 · outbound

This paper cites Every rollout counts: Optimal resource allocation for efficient test-time scaling, 2025.

Consilience for Verifier-Free Test-Time Scaling Every rollout counts: Optimal resource allocation for efficient test-time scaling, 2025

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.143756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.143756Z digest=sha256:45441208878d5aa374b2f43d07cf726621e38b28ab5abc59f8e3ca3f60a93f49

Observation aa3b07bd-ed65-4f33-8129-8b87b7adf466 · outbound

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

Consilience for Verifier-Free Test-Time Scaling Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.153404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.153404Z digest=sha256:5392482e403152d38696f1623fe0d12e2dbad8bc258dfe5bccd3c197de34c7d8

Observation 3921e889-23f5-474f-ad61-8495a8a6c8e0 · outbound

This paper cites Inference Time Optimization with Confidence Dynamics.

Consilience for Verifier-Free Test-Time Scaling Inference Time Optimization with Confidence Dynamics

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-08-11T04:48:32.063769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.160501Z digest=sha256:ed35f3db51a46dd39c641f515b44866fbda648e40a21fb2f5cb020c8e79865fd

Observation 95f453fd-6cdd-4176-aed9-177caac0f64b · outbound

This paper cites Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning.

Consilience for Verifier-Free Test-Time Scaling Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.229491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.229491Z digest=sha256:0a76d2936a0a65dddff9a74514d71085401887246299cf1bffa7332f0d21ab4d

Observation 490b8982-d47a-47c1-978a-10e1265b7f77 · outbound

This paper cites Qwen3 Technical Report.

Consilience for Verifier-Free Test-Time Scaling Qwen3 Technical Report

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.274743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.274743Z digest=sha256:0172437e5208d507f0c1fa6b40f8c5b5fda10a2fca2df58f3f6881904966b8df

Observation c1d2edbe-ad59-4f4f-b721-7d2b9b9fcf99 · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

Consilience for Verifier-Free Test-Time Scaling SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.281787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.281787Z digest=sha256:2910be3b534754e0d46a5caf939e2f1489a8f2c84e7783247b4d1eb7384e46e7

Observation 5278d1d1-e421-47d6-b00a-85f31f59b24c · outbound

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

Consilience for Verifier-Free Test-Time Scaling Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.288779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.288779Z digest=sha256:2b645d3fb41c59eccbe4b1444fd11ee9d880eae003a4c512e8bc355bb1571702

Observation 3cc557da-d648-4571-ba4f-1b49f1017218 · outbound

This paper cites Reasoning models better express their confidence,.

Consilience for Verifier-Free Test-Time Scaling Reasoning models better express their confidence,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:48:33.789800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.295048Z digest=sha256:5a42ab95cbb5ce89861c65d3100513ccef65e73f671b745f57f70975ee40c62d

Observation 914ea529-1fe8-4c3a-9fe0-5041fa551c8a · outbound

This paper cites Pruning the unsurprising: Efficient llm reasoning via first-token surprisal, 2026.

Consilience for Verifier-Free Test-Time Scaling Pruning the unsurprising: Efficient llm reasoning via first-token surprisal, 2026

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.314147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.314147Z digest=sha256:e8306b16b1cfe214eb46fa4c8087d7b71d97bfe37a84d5d1a48252c64ae3a9ea

Observation 0a6a8780-d3ad-42e3-aa05-35788654d6bc · outbound

This paper cites Opencodeinterpreter: Integrating code generation with execution and refinement,.

Consilience for Verifier-Free Test-Time Scaling Opencodeinterpreter: Integrating code generation with execution and refinement,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:48:33.757331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.329177Z digest=sha256:59e5f2d3720e2a8a62d3a064dd101b02b8ed82990d09bd7fdc9aa196c9148192

Observation 9ec016dc-401f-4c34-9a2f-59b8c6ebe7f3 · outbound

This paper cites TTRL: Test-Time Reinforcement Learning.

Consilience for Verifier-Free Test-Time Scaling TTRL: Test-Time Reinforcement Learning

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.390349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.390349Z digest=sha256:40825199b52ee5441a28b724986d57cc78226c96efd3e88243298c78d78e1af6

Observation ae8a8e9f-a8ad-4c03-9fe6-bed2ea1d014d · outbound

This paper cites OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement.

Consilience for Verifier-Free Test-Time Scaling OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.339595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.339595Z digest=sha256:902297ecbff63ea134f026c2e90d0bcd39a72a4d62d6378f63a8346561d8ac3a

Observation 162b4f06-6972-4f31-b4f0-3497d6109ef8 · outbound

This paper cites if its value is already in the path, we cannot extend further.

Consilience for Verifier-Free Test-Time Scaling if its value is already in the path, we cannot extend further

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:48:33.625308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.522069Z digest=sha256:153039d071363958b0c2ae996f6b3be9828030f2515cb428168bcccadb9c5c1a

Observation 338c548f-a1b4-41be-9e33-9f0b8b795857 · outbound

This paper cites We analyze this response via keyword matching to determine if it constitutes a file-editing action (specifically checking for: sed -i,cat «,tee ,> /,patch , orEOF).

Consilience for Verifier-Free Test-Time Scaling We analyze this response via keyword matching to determine if it constitutes a file-editing action (specifically checking for: sed -i,cat «,tee ,> /,patch , orEOF)

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:48:33.506010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.600970Z digest=sha256:40cae186885bea6b2e05aeb2f16261b56d1e9436fabf6e2c5bb11ed4127f3e10

Observation a8484db8-4e91-4ae8-a0a7-7d5a3438bd18 · outbound

This paper cites If an editing keyword is present, and the bash command is larger then L lines, the step is flagged as a critical reasoning node.

Consilience for Verifier-Free Test-Time Scaling If an editing keyword is present, and the bash command is larger then L lines, the step is flagged as a critical reasoning node

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:48:33.477143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.606903Z digest=sha256:631c642b3aa842e8def5d19bc994181cd7a7256e882ea38b190687ab9c895389

Observation cf7c75a0-9b4d-4adf-ac4c-c4f7887fe772 · outbound

This paper cites an unresolved cited work.

Consilience for Verifier-Free Test-Time Scaling Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:48:33.436515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.614245Z digest=sha256:ff3a301bc2282b9a8818071d362aff74c42bb8bee60b2731e14885c924ac5080

Observation 739ffdc9-6779-4ea0-b999-6a96b8b4805c · outbound

This paper cites We note that this keyword-triggered interception is an intentionally coarse harness.

Consilience for Verifier-Free Test-Time Scaling We note that this keyword-triggered interception is an intentionally coarse harness

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:48:33.416409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:31.620558Z digest=sha256:8f2cf767530639bdf24823c27e61ae402c740177121dd0ab8f07f96a7c4a92fd

Observation fec1278a-818b-4e45-ad51-3ea06143045c · outbound

This paper cites Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning.

Consilience for Verifier-Free Test-Time Scaling Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:30.889282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:30.889282Z digest=sha256:b8d1a2f0c46bbba9ea3257b59744b91d58dff87fda9fc48e094ccda415c1052f

Observation 75eb69d3-4925-49ed-a672-4be8da27ee2d · outbound

This paper cites an unresolved cited work.

Consilience for Verifier-Free Test-Time Scaling Unresolved cited work

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-11T04:48:31.305348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:48:31.305348Z digest=sha256:25c0e9de46369a30af59a61d1d2c81b98ab8673b2020876466370cc6bc389b45

Observation dfde5402-351d-46e2-9579-f0b93517c0c6 · outbound

This paper cites Understanding and Mitigating Premature Confidence for Better LLM Reasoning.

Consilience for Verifier-Free Test-Time Scaling Understanding and Mitigating Premature Confidence for Better LLM Reasoning

Reference 2026

Resolution
verified exact
local_arxiv, observed 2026-08-11T04:48:33.010560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T04:48:30.769718Z digest=sha256:2f93673dae73d57c63b67555acea3d3d9b5aaaab91d1da3c03c3502bc1bdec2e

Pith citing papers

No inbound Pith citation observations are available.