Paper Citation Record · LEDGER

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

As of 18 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 16 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 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:15:46.160179Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:48:17.532630Z

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

43 of 43 outbound references displayed

verified exact0
verified fuzzy7
unresolved36
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aa31ad17-908d-4087-b81d-1a949d19df1b · outbound

This paper cites write newline.

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

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:45.966486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 425ebbd0-fd3c-4573-99d5-10b8f7e29ded · outbound

This paper cites The pitfalls of next-token prediction.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning The pitfalls of next-token prediction

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:45.972771Z

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Unavailable: canonical work link unavailable.

Observation 6e2fe04e-f756-46e7-a142-f6470c86356d · outbound

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

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:45.978202Z

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Observation 2b3e13ef-144b-460c-b145-3d1896c418f6 · outbound

This paper cites D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:45.982814Z

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Observation c8994204-9cff-4bfc-b989-211be652e76d · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Training Verifiers to Solve Math Word Problems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:45.987632Z

Source-reported events for the cited work

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Observation 63537a70-1f07-4b4b-bd61-d102c1ff0fec · outbound

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

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:45.991958Z

Source-reported events for the cited work

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Observation 2fc1cf85-2627-4859-be19-bb3314f67509 · outbound

This paper cites The Llama 3 Herd of Models.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning The Llama 3 Herd of Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:45.996533Z

Source-reported events for the cited work

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Observation 19f9818b-9c2f-4bb0-a41a-9686e537e0c6 · outbound

This paper cites an unresolved cited work.

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

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:15:46.697285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e221ac50-fc44-411f-b8c5-01529f990319 · outbound

This paper cites Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.007079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2079021c-5453-420b-8af1-a476c6b4e11f · outbound

This paper cites Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.012219Z

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Observation 10508f68-db38-4b2b-bf9b-7c4517d5549c · outbound

This paper cites Measuring statistical dependence with hilbert-schmidt norms.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Measuring statistical dependence with hilbert-schmidt norms

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.017775Z

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Observation 27d9d535-af48-4c80-b11c-4a7d8313df1f · outbound

This paper cites Reasoning with language model is planning with world model.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Reasoning with language model is planning with world model

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.022224Z

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Observation 27032f32-6729-4f94-b6d6-0ffdd7b33095 · outbound

This paper cites Multi-task image clustering through correlation propagation.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Multi-task image clustering through correlation propagation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:15:46.674972Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 14a714de-2966-43cc-bd0f-da3a1ede0bb0 · outbound

This paper cites Position: The platonic representation hypothesis.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Position: The platonic representation hypothesis

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:15:46.660932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 469eb988-d7a0-4a34-963f-64d166bb9b21 · outbound

This paper cites Enhancing LLM Reasoning with Reward-guided Tree Search.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Enhancing LLM Reasoning with Reward-guided Tree Search

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.035216Z

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Observation 3ecec505-d2a2-4400-92df-61ad069f5c3c · outbound

This paper cites MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.039581Z

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Observation 69054b83-dbcb-4eee-92b2-fb6b67c0a9ca · outbound

This paper cites Scaling Laws for Neural Language Models.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Scaling Laws for Neural Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.044022Z

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Observation 7e9c3256-70cb-4dd0-85b2-91d0282420d4 · outbound

This paper cites Let's Verify Step by Step.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Let's Verify Step by Step

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.048454Z

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Observation de5e61fa-f524-47f2-84cd-d33df2a27d8a · outbound

This paper cites Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.053143Z

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Observation 8ceb66d1-9d32-4ce3-a3b4-b30c51a4cb23 · outbound

This paper cites K., Lewis, J., and Kleijn, W.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning K., Lewis, J., and Kleijn, W

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:15:46.646902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 64bf386e-9190-4769-ba19-0d822aa7eb4e · outbound

This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.061721Z

Source-reported events for the cited work

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Observation 6564e009-3aed-4f36-bac1-9b545b0aa025 · outbound

This paper cites Skywork-o1 open series.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Skywork-o1 open series

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.065966Z

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Observation 7e0677d1-d1bb-494b-bca4-1821ff316c2f · outbound

This paper cites Learning to reason with llms, 2024.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Learning to reason with llms, 2024

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.069960Z

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Observation a605201c-d4b9-4566-b52a-9e770a4873ed · outbound

This paper cites Towards tracing trustworthiness dynamics: Revisiting pre-training period of large language models.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Towards tracing trustworthiness dynamics: Revisiting pre-training period of large language models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.074176Z

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Observation d0c43371-5947-4a28-9b0f-e43e4e54daef · outbound

This paper cites D., Ermon, S., and Finn, C.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning D., Ermon, S., and Finn, C

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.078433Z

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Observation 806da7b8-daec-4f74-8f21-721f12085fe7 · outbound

This paper cites and Zou, J.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning and Zou, J

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:15:46.605603Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10b3fdb1-edd4-48e0-b923-1f5beccec800 · outbound

This paper cites Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.088494Z

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Observation 674c9621-1439-4aa4-8462-457478a9928e · outbound

This paper cites J., Guez, A., Sifre, L., Van Den Driessche, G., Schrittwieser, J., Antonoglou, I., Panneershelvam, V., Lanctot, M., et al.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning J., Guez, A., Sifre, L., Van Den Driessche, G., Schrittwieser, J., Antonoglou, I., Panneershelvam, V., Lanctot, M., et al

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.093094Z

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Observation d46bda79-ebea-4b40-9f5b-c66526685e12 · outbound

This paper cites The power of word clusters for text classification.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning The power of word clusters for text classification

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:15:46.583107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 888c1a69-2e42-4d7d-b35b-ede81f9d1b63 · outbound

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

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.101946Z

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Observation e01e34da-f8e4-4ecf-b0f9-e2908bb47835 · outbound

This paper cites Qwen2.5: A party of foundation models, September 2024 a.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Qwen2.5: A party of foundation models, September 2024 a

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:15:46.568960Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 813b7071-50e5-4179-a4ea-8e46e2dd51a0 · outbound

This paper cites Qwq: Reflect deeply on the boundaries of the unknown, November 2024 b.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Qwq: Reflect deeply on the boundaries of the unknown, November 2024 b

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:15:46.553842Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 532204ad-cab8-4232-a66b-88ed713bec3e · outbound

This paper cites Understanding Chain-of-Thought in LLMs through Information Theory.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Understanding Chain-of-Thought in LLMs through Information Theory

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.115723Z

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Observation 29c881df-69e3-4eb0-8a19-0b6dabc33356 · outbound

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

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.120954Z

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Observation 899c1cb0-337c-4fad-abbf-406152101b87 · outbound

This paper cites HelpSteer2-Preference: Complementing Ratings with Preferences.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning HelpSteer2-Preference: Complementing Ratings with Preferences

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.125494Z

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Observation 8e93c478-7dda-49b7-a4b8-707fb0b45e77 · outbound

This paper cites V., Zhou, D., et al.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning V., Zhou, D., et al

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.129795Z

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Observation 3881a5bd-cd70-4ce8-adb8-b32a7e12ae1c · outbound

This paper cites BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.133993Z

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Observation 29bed8af-907e-4dda-89be-eac2f4a153e1 · outbound

This paper cites Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.138983Z

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Observation 57553d70-3daf-4418-b29a-3ea11250cf00 · outbound

This paper cites and Raginsky, M.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning and Raginsky, M

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.143209Z

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Observation b69ea4d7-6b57-4d5c-8ff5-79016b0bbe23 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Tree of thoughts: Deliberate problem solving with large language models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.147163Z

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Observation 2db405b8-f93a-4f3c-894d-c6da8c34cf44 · outbound

This paper cites Scaling Relationship on Learning Mathematical Reasoning with Large Language Models.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Scaling Relationship on Learning Mathematical Reasoning with Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.151502Z

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Observation d14b0486-d53c-4960-9282-2040886a1344 · outbound

This paper cites Star: Bootstrapping reasoning with reasoning.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Star: Bootstrapping reasoning with reasoning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.155924Z

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Observation ed1a7084-8618-462c-b28c-14a43dfe3562 · outbound

This paper cites ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.160179Z

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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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

Observation 430b8a95-ad12-4ed8-bdb6-5c83ede52f9c · inbound

A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law cites this paper.

A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:48:17.532630Z

Source-reported events for the cited work

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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

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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

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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 83ab7903-9cb1-47b1-8e5a-a739dcca4d79 · inbound

Decoupling Knowledge and Reasoning in LLMs: An Exploration Using Cognitive Dual-System Theory cites this paper.

Decoupling Knowledge and Reasoning in LLMs: An Exploration Using Cognitive Dual-System Theory Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T18:22:13.292444Z

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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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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.

Observation 678bec4c-4fc9-4950-a521-1762c54bb264 · 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 2026-08-12T00:54:16.034910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.