Paper Citation Record · LEDGER

CoT-Valve: Length-Compressible Chain-of-Thought Tuning

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 26 inbound Pith citation observations for arXiv:2502.09601.

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

pith.paper-citation-record.v1
2502.09601 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 26 of 26 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 26 of 26 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:49:37.540313Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:06:16.178375Z

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 869677ad-5c11-4749-bfe1-d58f1cbb6e32 · 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 CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 130

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:57.564778Z

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.

Observation 4597f838-16df-4b7d-875d-2b572aa48740 · inbound

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

How Far Are We from Optimal Reasoning Efficiency? CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:49:37.540313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf6ec472-9957-4832-9a9b-f75913e10d10 · inbound

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency cites this paper.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:17.278433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e617a0c-4d1c-40c4-9b1c-089b198ab836 · inbound

Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty cites this paper.

Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T04:38:09.490360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 459f3269-43bb-4e78-b012-2ff194e9a503 · inbound

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models cites this paper.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:01.899387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99b6b155-0ea3-45c2-ace2-ab26c7811333 · inbound

Optimizing Length Compression in Large Reasoning Models cites this paper.

Optimizing Length Compression in Large Reasoning Models CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:16:38.481897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1196a5a5-c4a7-4ae5-9eb7-461753e9e388 · inbound

Exploring and Exploiting the Inherent Efficiency within Large Reasoning Models for Self-Guided Efficiency Enhancement cites this paper.

Exploring and Exploiting the Inherent Efficiency within Large Reasoning Models for Self-Guided Efficiency Enhancement CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:57:49.672171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d804eaa1-86e2-4ab3-9e99-aa1d0a19528b · inbound

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control cites this paper.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.953639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 485c7f5b-b443-4fd7-a2e7-27971216ecb2 · 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 CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:08.905293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a69ef1d-ca20-409a-aa5d-cacd4737285f · inbound

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs cites this paper.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.958987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53aa6c50-3b58-43cb-ab50-aade603bcf61 · inbound

CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs cites this paper.

CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:31.336188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6927f50-03e2-4666-a032-f857dd9badc9 · 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 CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 128

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.439680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e51a3bc2-2835-492e-85f8-041504e89a6d · inbound

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

Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T05:14:37.181300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af2296a-259e-4128-9a50-1261907bcb46 · inbound

Think in Blocks: Adaptive Reasoning from Direct Response to Deep Reasoning cites this paper.

Think in Blocks: Adaptive Reasoning from Direct Response to Deep Reasoning CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T17:52:52.886563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 769cfb34-caea-4922-8821-1723edb982cc · inbound

ThinkDial: An Open Recipe for Controlling Reasoning Effort in Large Language Models cites this paper.

ThinkDial: An Open Recipe for Controlling Reasoning Effort in Large Language Models CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:53.887763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fda8eb91-e7ee-4862-a5ff-457982b243c7 · inbound

Implicit Reasoning in Large Language Models: A Comprehensive Survey cites this paper.

Implicit Reasoning in Large Language Models: A Comprehensive Survey CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.658088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce6d6493-d9c0-4e32-b000-087825ce37aa · inbound

Self-Aligned Reward: Towards Effective and Efficient Reasoners cites this paper.

Self-Aligned Reward: Towards Effective and Efficient Reasoners CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-18T18:31:44.621732Z

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.

Observation 0444ea78-dad6-4910-97ec-74134be4826c · inbound

From Long to Short: LLMs Excel at Trimming Own Reasoning Chains cites this paper.

From Long to Short: LLMs Excel at Trimming Own Reasoning Chains CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T00:04:00.776448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e3c01c0-7e82-4b6f-9f02-5a95187b8bf8 · inbound

rePIRL: Learn PRM with Inverse RL for LLM Reasoning cites this paper.

rePIRL: Learn PRM with Inverse RL for LLM Reasoning CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-21T13:14:11.017580Z

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.

Observation b594e4da-7da0-460c-bf77-1de0dba9b5da · inbound

rePIRL: Learn PRM with Inverse RL for LLM Reasoning cites this paper.

rePIRL: Learn PRM with Inverse RL for LLM Reasoning CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T03:33:44.052647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6e10bed-0252-4744-93fb-726a6f0c7fdd · inbound

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

TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:45:20.533416Z

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.

Observation 29c847e5-0b38-42c8-9143-b2fc946dd164 · 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 CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:06:09.361007Z

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.

Observation d4198e4c-6d3b-47b8-86fe-81bba3615881 · 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 CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:27:51.987265Z

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.

Observation 59fbfdfe-f19a-4cfd-b8fe-2abb41b5c4c0 · inbound

Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete cites this paper.

Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 88

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:06:16.179762Z

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.

Observation b64023be-eced-430c-ad35-980ce4f812b8 · inbound

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment cites this paper.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T18:49:29.284617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afd8f32d-a85e-4b8c-8eba-69994d502a48 · inbound

LISA: Linear-Indexed Sparse Attention for Efficient Long-Context Reasoning cites this paper.

LISA: Linear-Indexed Sparse Attention for Efficient Long-Context Reasoning CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T12:48:50.388263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.