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Paper Citation Record · LEDGER

Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2502.13260.

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

pith.paper-citation-record.v1
2502.13260 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T21:47:17.894881Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T21:53:59.580360Z

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 d1625c5a-205d-4f80-b8f8-e7ddc7973d78 · 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 Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Reference 148

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T08:40:42.090279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T08:40:40.910461Z digest=sha256:4dfb5e7aad3f90e3ec7aa3c0da09eaf7974535a004a91d7688f01155f5ab6dc6

Observation e6e6c48e-649e-4f71-94d8-d17b7784915b · inbound

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models cites this paper.

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T01:29:57.204112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-14T01:29:56.480020Z digest=sha256:c022eaff85295adfbc86d1c0ec5ca42d066aca5f258edec66a498b10ce03ebac

Observation 454758f9-ec15-4947-833b-7fde37c28262 · inbound

GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts cites this paper.

GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-16T15:58:04.047759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T15:53:07.496412Z digest=sha256:163d2db5cb44d33a6c5e64fb45ea0bb2aa628f3a7e743c5557eda11f450ee4ca

Observation 2c17d480-0244-4d59-b75a-4e5ea59932d9 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Reference 158

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T20:06:09.124377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-08T10:19:08.451445Z digest=sha256:66e78b3435c762eeeedb27efbe4e4ab84724800041e60a9b32e8f48dd969d1e1

Observation 6d461862-067d-47df-abc6-7d1288175064 · inbound

Detecting Unfaithful Chain-of-Thought via Circuit-Guided Internal-External Discrepancy cites this paper.

Detecting Unfaithful Chain-of-Thought via Circuit-Guided Internal-External Discrepancy Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Reference 9

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T21:53:59.581752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-29T21:47:17.894881Z digest=sha256:66a4e36d0f2f8751d834f7bf0a9493b31d62607dd0b9e0cc1c05244d7e26e042

Observation 432e4927-dfa7-4740-b5b2-b88d25378453 · inbound

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs cites this paper.

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Reference 58

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T17:12:25.246887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-06-28T17:05:48.244094Z digest=sha256:2e66e85978687008dad70c701cd319622886478a8ccd11fa332c67a32087a4be