Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T04:48:31.620558Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T04:48:31.620558Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1b9e391d-bea0-4b5a-bf77-17e6b1d822d2 · outbound
Consilience for Verifier-Free Test-Time Scaling The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04c38bda-0585-46bd-b873-d0e25f39e4e6 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1097bb9-691a-421a-8234-c414b5ad1019 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d6c9c84-88d0-4825-9263-d7408a9102e9 · outbound
Consilience for Verifier-Free Test-Time Scaling Qwen3-Coder-Next Technical Report
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92a932d2-daa9-46a3-a5d7-947cb6bca7fc · outbound
Consilience for Verifier-Free Test-Time Scaling Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8df6a4fe-2959-45f8-88c0-8c2b7e684c5d · outbound
Consilience for Verifier-Free Test-Time Scaling Universal Self-Consistency for Large Language Model Generation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4d97ad1-9d5a-4ac8-a858-782884aed7fa · outbound
Consilience for Verifier-Free Test-Time Scaling Reasoning with Exploration: An Entropy Perspective
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6779355f-5352-4479-bf75-88c0e27be633 · outbound
Consilience for Verifier-Free Test-Time Scaling Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eae900af-e855-447e-b4de-ef6f9dd070a8 · outbound
Consilience for Verifier-Free Test-Time Scaling Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31fe0e06-b1b3-4c09-98a5-153051e247ea · outbound
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
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.
Observation 5eed7353-08dc-4df7-b79e-5094ff1c52bd · outbound
Consilience for Verifier-Free Test-Time Scaling Deep Think with Confidence
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5720860c-3aef-47c2-be11-777dcfb565a8 · outbound
Consilience for Verifier-Free Test-Time Scaling Zico Kolter, Andrej Risteski, and Aditi Raghunathan
Reference 12
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.
Observation bc3e6d19-5aa2-48be-bfa3-3a58ace31ff4 · outbound
Consilience for Verifier-Free Test-Time Scaling A survey of confidence estimation and calibration in large language models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c48e55ca-1cc4-4497-bde2-41313aabe483 · outbound
Consilience for Verifier-Free Test-Time Scaling Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12f8e8a1-b670-49e4-a2cc-675ed3fdff72 · outbound
Consilience for Verifier-Free Test-Time Scaling LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2ec731c-0a2d-4fbc-ba06-d7ae7796c085 · outbound
Consilience for Verifier-Free Test-Time Scaling SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fcd000a-0fe4-467b-8dd9-51920ff1b6b4 · outbound
Consilience for Verifier-Free Test-Time Scaling Scalable best-of-n selection for large language models via self-certainty, 2025
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b1ebf89-fe1b-4140-9fc7-4fb0fd639a0b · outbound
Consilience for Verifier-Free Test-Time Scaling Early-Token Confidence Predicts Reasoning Quality in Multi-Agent LLM Debate
Reference 18
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.
Observation 4d8c27ca-4440-46e8-90ae-1d92e777343c · outbound
Consilience for Verifier-Free Test-Time Scaling Scaling Test-Time Compute for Agentic Coding
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4325dc4b-ea0f-4943-b46b-4a67d54f23c0 · outbound
Consilience for Verifier-Free Test-Time Scaling Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c099783-a30a-4215-a997-0c117177f854 · outbound
Consilience for Verifier-Free Test-Time Scaling CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0da969a2-3a7c-41e3-a361-258f7d9934ab · outbound
Consilience for Verifier-Free Test-Time Scaling Know When to Explore: Difficulty-Aware Certainty as a Guide for LLM Reinforcement Learning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8070d461-90a1-471c-8731-86f545a3e36d · outbound
Consilience for Verifier-Free Test-Time Scaling Escape sky-high cost: Early-stopping self-consistency for multi-step reasoning,
Reference 23
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.
Observation b1de662b-97c5-4c57-8ce5-660896164a76 · outbound
Consilience for Verifier-Free Test-Time Scaling Lost at the beginning of reasoning, 2025
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 060b827b-ee8d-4bda-81b4-a86f7e8c4e88 · outbound
Consilience for Verifier-Free Test-Time Scaling Let's Verify Step by Step
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75ec1397-81a1-429a-a615-76d050400dc9 · outbound
Consilience for Verifier-Free Test-Time Scaling Self-Refine: Iterative Refinement with Self-Feedback
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9c43b59-6e03-46ed-a3df-9423f4a1c204 · outbound
Consilience for Verifier-Free Test-Time Scaling Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45dc9bc4-159d-436a-bbb1-a2a8e93c1293 · outbound
Consilience for Verifier-Free Test-Time Scaling OpenAI o1 System Card
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ff02c65-d60d-49e8-a0ec-613c0a64a9a5 · outbound
Consilience for Verifier-Free Test-Time Scaling gpt-oss-120b & gpt-oss-20b Model Card
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8276fbe6-03b1-40f4-85e1-edec7c33838d · outbound
Consilience for Verifier-Free Test-Time Scaling Maximizing Prefix-Confidence at Test-Time Efficiently Improves Mathematical Reasoning
Reference 30
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.
Observation db99ce5a-aaa3-4f43-8071-74795ec005f1 · outbound
Consilience for Verifier-Free Test-Time Scaling GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d40be35-93bc-45cb-92ea-d59cb0d5da92 · outbound
Consilience for Verifier-Free Test-Time Scaling Self-critiquing models for assisting human evaluators
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3970d99-0199-4843-903d-03a37e3305cf · outbound
Consilience for Verifier-Free Test-Time Scaling Scaling Test-Time Compute Without Verification or RL is Suboptimal
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44993166-89e6-4306-b6fb-21f8ba40f4dd · outbound
Consilience for Verifier-Free Test-Time Scaling Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68a39abd-f34b-4532-88e7-8cfd1934c4f6 · outbound
Consilience for Verifier-Free Test-Time Scaling Bartoldson, Bhavya Kailkhura, Guillaume Lajoie, Glen Berseth, Nikolay Malkin, and Moksh Jain
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77339b31-91e5-4021-a4c7-3870c36f322a · outbound
Consilience for Verifier-Free Test-Time Scaling Math-shepherd: Verify and reinforce LLMs step-by-step without human annotations
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 299cf992-0296-45bc-b898-4af48a29ded4 · outbound
Consilience for Verifier-Free Test-Time Scaling Every rollout counts: Optimal resource allocation for efficient test-time scaling, 2025
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa3b07bd-ed65-4f33-8129-8b87b7adf466 · outbound
Consilience for Verifier-Free Test-Time Scaling Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3921e889-23f5-474f-ad61-8495a8a6c8e0 · outbound
Consilience for Verifier-Free Test-Time Scaling Inference Time Optimization with Confidence Dynamics
Reference 39
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.
Observation 95f453fd-6cdd-4176-aed9-177caac0f64b · outbound
Consilience for Verifier-Free Test-Time Scaling Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 490b8982-d47a-47c1-978a-10e1265b7f77 · outbound
Consilience for Verifier-Free Test-Time Scaling Qwen3 Technical Report
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1d2edbe-ad59-4f4f-b721-7d2b9b9fcf99 · outbound
Consilience for Verifier-Free Test-Time Scaling SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5278d1d1-e421-47d6-b00a-85f31f59b24c · outbound
Consilience for Verifier-Free Test-Time Scaling Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cc557da-d648-4571-ba4f-1b49f1017218 · outbound
Consilience for Verifier-Free Test-Time Scaling Reasoning models better express their confidence,
Reference 44
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.
Observation 914ea529-1fe8-4c3a-9fe0-5041fa551c8a · outbound
Consilience for Verifier-Free Test-Time Scaling Pruning the unsurprising: Efficient llm reasoning via first-token surprisal, 2026
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a6a8780-d3ad-42e3-aa05-35788654d6bc · outbound
Consilience for Verifier-Free Test-Time Scaling Opencodeinterpreter: Integrating code generation with execution and refinement,
Reference 46
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.
Observation 9ec016dc-401f-4c34-9a2f-59b8c6ebe7f3 · outbound
Consilience for Verifier-Free Test-Time Scaling TTRL: Test-Time Reinforcement Learning
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae8a8e9f-a8ad-4c03-9fe6-bed2ea1d014d · outbound
Consilience for Verifier-Free Test-Time Scaling OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 162b4f06-6972-4f31-b4f0-3497d6109ef8 · outbound
Consilience for Verifier-Free Test-Time Scaling if its value is already in the path, we cannot extend further
Reference 52
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.
Observation 338c548f-a1b4-41be-9e33-9f0b8b795857 · outbound
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
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.
Observation a8484db8-4e91-4ae8-a0a7-7d5a3438bd18 · outbound
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
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.
Observation cf7c75a0-9b4d-4adf-ac4c-c4f7887fe772 · outbound
Consilience for Verifier-Free Test-Time Scaling Unresolved cited work
Reference 55
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.
Observation 739ffdc9-6779-4ea0-b999-6a96b8b4805c · outbound
Consilience for Verifier-Free Test-Time Scaling We note that this keyword-triggered interception is an intentionally coarse harness
Reference 56
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.
Observation fec1278a-818b-4e45-ad51-3ea06143045c · outbound
Consilience for Verifier-Free Test-Time Scaling Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75eb69d3-4925-49ed-a672-4be8da27ee2d · outbound
Consilience for Verifier-Free Test-Time Scaling Unresolved cited work
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfde5402-351d-46e2-9579-f0b93517c0c6 · outbound
Consilience for Verifier-Free Test-Time Scaling Understanding and Mitigating Premature Confidence for Better LLM Reasoning
Reference 2026
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.
No inbound Pith citation observations are available.