Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T17:47:52.178172Z
Paper Citation Record · LEDGER
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning
As of 9 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2604.06805.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
Reference resolution
13 of 13 outbound references displayed
- verified exact2
- verified fuzzy5
- unresolved2
- parse uncertain0
- malformed identifier0
- metadata mismatch4
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d52fee8b-5627-4d93-a978-107567403e53 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Training Verifiers to Solve Math Word Problems
Reference 1
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T06:05:59.729169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b25e12df-8949-4cff-814f-311ca9b235dc · outbound
This paper cites Ryo Kamoi, Yusen Zhang, Nan Zhang, and et al.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Ryo Kamoi, Yusen Zhang, Nan Zhang, and et al
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T08:59:19.724234Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f8658823-6fed-4db5-bc8f-bd4e74737b42 · outbound
This paper cites Confidence Matters: Revisiting Intrinsic Self-Correction Capabilities of Large Language Models.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Confidence Matters: Revisiting Intrinsic Self-Correction Capabilities of Large Language Models
Reference 3
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T06:05:59.735875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bc0592de-1e2e-492b-8de7-288e3e533c76 · outbound
This paper cites Arkil Patel, Satwik Bhattamishra, and Navin Goyal.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Arkil Patel, Satwik Bhattamishra, and Navin Goyal
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T08:59:19.730604Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3ee1f462-1e49-4f80-b036-0d27f3cf7e36 · outbound
This paper cites Atom of thoughts for markov llm test-time scaling.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Atom of thoughts for markov llm test-time scaling
Reference 5
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T06:05:59.723063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 43c9548e-df1c-40c8-a155-f381de00f66a · outbound
This paper cites InAdvances in Neural Information Processing Systems, volume 35, pages 24824–24837.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning InAdvances in Neural Information Processing Systems, volume 35, pages 24824–24837
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T08:59:19.717944Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation eae4aad8-1207-431d-9476-241e010f42ab · outbound
This paper cites Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:05:59.711053Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9904c2e2-dc86-43d1-bd53-eaca08c06d7f · outbound
This paper cites A Survey of Large Language Models.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning A Survey of Large Language Models
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-11T06:05:59.680001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6bfd0c08-9f82-42ed-b0b2-5ddb8006fa01 · outbound
This paper cites InAI for Math Work- shop @ ICML 2024.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning InAI for Math Work- shop @ ICML 2024
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T08:59:19.721110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8ef8b222-abbd-48e9-8cbf-f9673183f8aa · outbound
This paper cites A datasets A.1 Mathematical Reasoning Datasets We evaluate CLoT on four mathematical QA datasets and one multiple-choice dataset.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning A datasets A.1 Mathematical Reasoning Datasets We evaluate CLoT on four mathematical QA datasets and one multiple-choice dataset
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:05:59.693279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ca43f399-2d92-4b51-b956-29980fd1ebfa · outbound
This paper cites an unresolved cited work.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T08:59:19.733896Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d8b3b74e-fa79-4cc7-bb06-a34633edbbb0 · outbound
This paper cites an unresolved cited work.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T08:59:19.736952Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1beeefc0-b935-422c-aa28-b742724e8779 · outbound
This paper cites This helps evaluate CLoT’s performance when the solution space is constrained by predefined options.
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning This helps evaluate CLoT’s performance when the solution space is constrained by predefined options
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T08:59:19.727439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Pith citing papers
No inbound Pith citation observations are available.