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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=sha256:287622ffab6cfa01553b641215b99c42ea34e676a22a3976f878319df4c800ef

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:efabdf0d360dadc938f0ba77f998db6b64470a84af155745df726ede85f5e8ab

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:a37a131fa20323d0c1166b5fc0effaa29e70c46bf247f3b2919586f075c5fb68

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=sha256:06857118f559bc7c7eb81a908b82926af6d61f14614a4692207afacb73376a60

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:e4eb57f13750298b1c81775dacb787b8e8c12762b69cd46adbb7a2b00a21307e

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=sha256:18012ae24336c4af1a6f338233c68c85534f3cbfcaf005b288f831a9dce58dbf

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=sha256:6d20ce6d957b483aa335c8170ffb5254402a120486dcfbc7cffca5c169646e72

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:be5f5447ea7049691513bfb7e2fb57b113e91316085c3af73d607c5c0dac9378

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=sha256:35c75907a553af6b3582e1cdd638c1d34309bfce9f2c9bebdaf4dd48b3264823

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=sha256:9a7a1492e84fbc65f793e03ed5f1d42b362c672317101753f4ccc40a2b28f4b0

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:d4a524c3b8088a8b0033a0f3d6bb8f4bc558a98fb9e6d7a3d903e9717ad529a9

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:f3cca05db1c954d5281f19facb1b848b234f675daf1476dd9868674ce052e700

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:c409f985022c61d84259b67a434533bfd3aea67312e716c3e5cb36ab8a64ab21

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:ea1fd7d88c7c9ba00d3cfbd2726ec319ddf6e0b6b9da8e7960bfd2bd08d64fba

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:cf69b24b6fc0f80d06397d456afa990971ab127b589130ea7f157a65a3d7b107

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=sha256:35c6de96b24011905b764f0d3ae7646dba2ec850e15b9306fa0255f973e09853

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=sha256:2e733ab7a7440b1f168e080a12e459acc40bb6384433a37d36a187321b149048

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=sha256:0f9da82bf11ea89e8644af9ba8221a2ad7b4317dcfa8039ba4fd2af8483a218d

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=sha256:5de322ad1a60d8f0157e9024e2f231fd24b0afb63c84d08e94f53cd7ba758991

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:eba8d6d4f23c9933b4e30ada0a9832623b4abaa8be4947041e46ea404e4b6975

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=sha256:0650f35f5bdf62133ef0b2535205f7e8d7993d0c8100fcc94010db08a639d6de

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:fe93c7da6d90f209ea6bf10e6c6ddd26de0c9ff555fdfbde043989e18f194f21

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=sha256:8ff030959118981ffb8e582d96f8adf3764c8f8111b28549ffa98c0a9f7cf720

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=sha256:70df603f3b818b0fef3d8f08c8c99bf3557164e2023e14312d9e37cf7fcc869e

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:e2e1d7e6011418c9c75e6dc94c3d471841a3adad7c847dddfd20f8bcd45edd07

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=sha256:25af61cd272c963d4c7631ea1742095f22576401eeea7b6b93a3e68593165cc1

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=sha256:6d122a7d9bb46b81be852aa57ec98f3af30321b7b24ff51cc6da156d69732886

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:ab32cf075dbce7d077c5d98b77245569e37f3eaba05b820cd8091b9bcd587518

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=sha256:452bc5e10a00159603722cf9b4f90704b0edd7573cd386c5296e309e344cf992

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=sha256:2d6fd281db63e3f1c7ec27e7dd0fd8e3293ee84ca25dd4845dea2898b97762cc

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:ee4f9fed931a88ce1c457f8ceed057a37bbc845018b8b735a6eb85117398e06e

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=sha256:9ead5258e3689a377c87059ad4b6f6be8bad9d1b4608dfefbcd7a7bf9d77c53d

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=sha256:1e2ac5b7fde6cfbbec22e671c85196d7f9e09c9279a95f2eea4655cb5a62a8a8

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=sha256:964f6e362d20766bebd1d116cd1f55e3b83998404cf07e31db931eed9bfacca1

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=sha256:2ddbc3d4441843e0f812eaee3123632dcd3cccff94a0b5102e76baa0dd3200fc

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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source=pdf_text observed=2026-08-11T04:48:31.136395Z digest=sha256:5d2409416aabb46e66090f51e4f62a8886df2c6567b933eb9abdda286bcd17ca

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=sha256:6f3edc7e3889dd97929731984ac9982404e0d865837f566c0d9b0b458f44041f

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:dda6e600f3fc2c0e9e2950053639c4d4f779206cb89dd022151357a1dc0a14b9

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:a8c263d332e0ac995b97cfec3081c189656becaf0d1ca7c4c27cecfaddeaac84

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:a1518051fe8f9cc373e38a9c4e249cb2e52859659eeea9cd84d0be4f3a20b54d

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

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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:f708f015c526914fd2c7ecc3ce4376934314c53e1c6fb69d67d6004d7c297de3

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:ce1ed0bb3f025d2754bf03f844cf294a8a5997afbbeb4d409568b7a3aa724976

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=sha256:26fb89a184c86848382510c3b7d94ca0084a8d60e5b4dab6bc106d019360af9f

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:ae31c5d7bfed3cfb516288d16f2e814fb8eb288bde39ead0698964bd58cb9d9c

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:acabd3c7e1c9fcb925b00dc7126a59ef1e31017079c3c9ecac3cf19e8e364a10

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=sha256:46af3e9a7624207e61f6ee600f828019df824c83de648c457df502a91f29f48a

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=sha256:7bbcf5b3c91415e25d01d6720181b9d619f55c88d8bf5ad4d733c0bde120c5b3

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=sha256:3b69a7af545f353b2be86f4472dd7749727ecadc3a0434aaecf39d549f029c26

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=sha256:4240ad47e73b500d19f7dd157e91d9cadedaf5bab76e6ae91629976f06d539e8

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:ca9a0028b648872f8813c61c51a73062ad9def809d26ecbdf6e1ba29e254e434

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=sha256:3178072b0471925decd2fe6c4bdd46f4efad5034fd33dac6bf19a872f3336794

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=sha256:2834e94a35cfccde7b5b77e7f1e51748ca584422d731a1b21b65ca4b7b0f585b

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:dd8c4887bd4fd5c9d44a0c2fc1610e681489f5ebf6fc276f7c92e534aa96c8a0

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=sha256:4150a0966efa6e67b197852b0842aabd64b4add893bc2b000120500bb8d7cc45

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=sha256:2b4e1d5aca5f5777d10f3b544ab64e1f4c7ec5c9faeb8b605af4c16a49906e54

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=sha256:02fcded1bdf7c7e05a3eef9495b8b860d07bdab1e9da0f3fcd772c1f3c0cba07

Pith citing papers

No inbound Pith citation observations are available.