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Paper Citation Record · LEDGER

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

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 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 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:49:39.753920Z

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 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.

source=pdf_text observed=2026-08-07T05:49:39.753920Z digest=sha256:ad8d76034f1302c61618a402f95738460daee4d4ac56091fb351a4569fe9330b

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.

source=pdf_text observed=2026-08-06T22:59:46.354179Z digest=sha256:cb78a891fc9c12e373171e08c8239acd94e4dbf2c71e08f0d51662139f241cc6

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.

source=arxiv_source observed=2026-08-06T21:45:11.207138Z digest=sha256:bcb155f1a16835a826c74342a00e182424a3889473f6c885569b1680d09363a0

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.

source=arxiv_source observed=2026-08-06T17:54:17.949205Z digest=sha256:e09583147419126828b21e7b5923d57a394593370710108ebce0c0e2241f9d22

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.

source=arxiv_source observed=2026-08-06T05:14:37.276706Z digest=sha256:46b26abfdb0bc60ea940d13483122732d8ae4802b489e825699cb11de1dbf155

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.

source=pdf_text observed=2026-08-06T05:08:11.326869Z digest=sha256:bc8f42831d27367fe105ffd1cfc2f639fc8afc5a865ee891dd53694cdce2ddb7

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.

source=arxiv_source observed=2026-08-04T11:17:49.446341Z digest=sha256:002e1d0a2259ff223073f1c649ffb11e06924579d3d77c0c904366480fa1514f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-16T07:21:01.335414Z digest=sha256:9b8174d350ba0ab87d4bf64a8e7d101c3e552feb54fe20da1bfa5fe5f41bd984

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T11:45:07.257159Z digest=sha256:c10e19ec6692ca9c87ce137c01b69d4ca6616afbf29dbf2fdfbae8e7438dca6d

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-14T19:25:07.440630Z digest=sha256:c0b952f7fe60baefc4923ab63169546388d7d88a3434196a8ee839b647c54615

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T22:27:30.783923Z digest=sha256:edda14fe38f8d64c1113175c5f5c2cffb7cf73baf3a68c670675fadfcb03a3a9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-06-28T03:06:43.492669Z digest=sha256:26c3e30052c88dcf3a91000950493fb012902e34ab02ba4f0428eba4301e4a59