Paper Citation Record · LEDGER

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2501.15602.

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

pith.paper-citation-record.v1
2501.15602 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:45:16.471846Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:59:44.914874Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a47db4a5-dea5-49b0-87c5-978f623a6ea4 · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 195

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T08:41:23.579334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 568605aa-86cc-40db-80f1-7969b8f85e89 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 230

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T17:18:53.535001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cc788a5d-fee3-4fcf-a0f5-5b710919b473 · inbound

Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs' Reasoning cites this paper.

Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs' Reasoning Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:16.471846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f3592e-8127-42da-aea7-cdf5d487bbc6 · inbound

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning cites this paper.

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:44.984852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db3a57fb-a447-435b-a63a-c258525c90bd · inbound

Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models cites this paper.

Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T06:09:18.749129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa980435-17e7-40da-a5ea-0905e43f7941 · inbound

Why Does Reasoning Length Converge? Unveiling the Underfitting-Overfitting Trade-off in Chain-of-Thought cites this paper.

Why Does Reasoning Length Converge? Unveiling the Underfitting-Overfitting Trade-off in Chain-of-Thought Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T10:31:37.779402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a9f6509-c20e-4dc8-8e0a-c86d6ded465f · inbound

When Do LLMs Reason? A Dynamical Systems View via Entropy Phase Transitions cites this paper.

When Do LLMs Reason? A Dynamical Systems View via Entropy Phase Transitions Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-25T06:15:23.497974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b9addb95-5b75-4625-af1c-38e509626d1e · inbound

Latent Reward Steering: An Adaptive Inference-Time Framework that Implicitly Promotes Cognitive Behaviors in Reasoning LLMs cites this paper.

Latent Reward Steering: An Adaptive Inference-Time Framework that Implicitly Promotes Cognitive Behaviors in Reasoning LLMs Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:52:35.517512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1bb95b5a-527d-4747-a80e-f7e628877810 · inbound

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning cites this paper.

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.398262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e032d42-5d7e-46f7-8e28-eda701a94e51 · inbound

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning cites this paper.

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 282

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:59:44.916400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 06a2e04a-2db4-4d24-9fa8-c58a8fc4ef6b · inbound

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning cites this paper.

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 281

Resolution: verified exact; arxiv_id, observed 2026-07-01T18:55:59.745170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6dc50021-8361-439d-bf00-131e449fc4ca · inbound

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment cites this paper.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T18:49:27.634981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96083a5f-ceb9-4d8c-9a59-0067f3e2fefa · inbound

Contextual Information Policy Optimization for Search Agents cites this paper.

Contextual Information Policy Optimization for Search Agents Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.454311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.