Paper Citation Record · LEDGER

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

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 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 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:04:00.776448Z

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 2026-08-04T06:34:03.388597+00:00.

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 2026-08-04T06:34:03.388597+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 2026-08-04T06:34:03.388597+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 2026-08-04T06:34:03.388597+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 2026-08-04T06:34:03.388597+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 2026-08-04T06:34:03.388597+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 2026-08-04T06:34:03.388597+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.