Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2502.13260.
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 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:02:42.830332Z
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
Observation b4ce8f77-77b0-4d67-8260-7b9339dd22d3 · inbound
Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.
Generative AI Act II: Test Time Scaling Drives Cognition Engineering Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T12:02:42.830332Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c5bd4c1-a81f-4cdf-bc8b-5c2c27640d20 · inbound
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models cites this paper.
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T23:56:46.212657Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b104e5a5-f781-496c-9b9f-367f948b7e78 · inbound
S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models cites this paper.
S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Reference 71
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T22:16:38.493336Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a821dc8e-b968-4b71-a921-b53b2085702b · inbound
Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning cites this paper.
Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:52:27.856904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c975d91d-02ee-43e8-86ac-857102901f45 · inbound
ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization cites this paper.
ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:24:01.619558Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a1d8979-ccc5-46a8-9fa4-e5d23aadb2ba · inbound
Do Thinking Tokens Help or Trap? Towards More Efficient Large Reasoning Model cites this paper.
Do Thinking Tokens Help or Trap? Towards More Efficient Large Reasoning Model Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:45:07.266788Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdb4558d-7171-43ea-8d16-a67e2b4e44fb · inbound
CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs cites this paper.
CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:16:31.270828Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.