Paper Citation Record · LEDGER

Think When You Need: Self-Adaptive Chain-of-Thought Learning

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2504.03234.

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

pith.paper-citation-record.v1
2504.03234 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:42:15.192799Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T11:46:55.510633Z

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 56c1a30f-cfbc-4150-8330-752f516f10d9 · inbound

VeriThinker: Learning to Verify Makes Reasoning Model Efficient cites this paper.

VeriThinker: Learning to Verify Makes Reasoning Model Efficient Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:15.192799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fecdad6-6199-4cdb-b8a2-ff7c54a476f7 · inbound

Efficient Long CoT Reasoning in Small Language Models cites this paper.

Efficient Long CoT Reasoning in Small Language Models Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:36:45.814024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3fe84a0-0e2b-4a03-8e18-fe37f9374e62 · inbound

Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models cites this paper.

Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T13:30:23.196052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69f3e7db-693f-42a6-82b8-c1ec8f1dc793 · inbound

How Far Are We from Optimal Reasoning Efficiency? cites this paper.

How Far Are We from Optimal Reasoning Efficiency? Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T05:49:39.753920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dbe2e32-61ce-4993-a8f4-e22562267a1b · inbound

Enhancing Large Language Models through Structured Reasoning cites this paper.

Enhancing Large Language Models through Structured Reasoning Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T22:59:46.354179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db3e6b06-037f-4f10-b78a-d18a448964aa · 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 Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:11.207138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 431956a3-8727-4bf3-8405-8386535f3cc6 · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 219

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.949205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d56244ad-1f16-4143-befb-e77354db10c1 · inbound

Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning cites this paper.

Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T05:14:37.276706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded8afa0-bb66-4199-8e42-bfb85be62ee5 · inbound

Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training cites this paper.

Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T05:08:11.326869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bbe1eba-007c-449d-b823-5194e0517d3a · inbound

Probing the Difficulty Perception Mechanism of Large Language Models cites this paper.

Probing the Difficulty Perception Mechanism of Large Language Models Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T11:17:49.446341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4856d94-8cf5-422f-a483-759758445f0e · inbound

Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning cites this paper.

Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-16T07:22:31.150611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5002f8ba-dad7-4d36-9dee-56e9e3c98a5d · inbound

TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models cites this paper.

TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T11:45:20.582761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4a382e4f-44e7-4fa9-a2dc-53feb34085bc · inbound

STOP: Structured On-Policy Pruning of Long-Form Reasoning in Low-Data Regimes cites this paper.

STOP: Structured On-Policy Pruning of Long-Form Reasoning in Low-Data Regimes Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 74

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T19:27:52.063984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c58cf186-ca76-4342-8072-f9f4ec8425bf · inbound

SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning cites this paper.

SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T22:32:44.383884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 62b14533-5519-42e3-9de2-9bf2e6c78b18 · inbound

Compress-Distill: Reasoning Trace Compression for Efficient Knowledge Distillation cites this paper.

Compress-Distill: Reasoning Trace Compression for Efficient Knowledge Distillation Think When You Need: Self-Adaptive Chain-of-Thought Learning

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:46:55.512237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.