Paper Citation Record · LEDGER

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

As of 9 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 33 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 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:57:42.167496Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:23:22.090152Z

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

46 of 46 outbound references displayed

verified exact1
verified fuzzy0
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c70a980-13e7-486c-b545-2c466073aa1a · outbound

This paper cites Phi-4 Technical Report.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Phi-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:41.984258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a122c4d6-d3cf-42b1-8d8e-90a6b3db3e57 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:41.988962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06fef858-e34b-4f29-8210-2eb7f61e5034 · outbound

This paper cites Compressed Chain of Thought: Efficient Reasoning Through Dense Representations.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:41.993571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffb6d622-89aa-47f7-84d0-34a0afc403b1 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Training Verifiers to Solve Math Word Problems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.002396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 643a5fb2-743e-4bd9-975f-3656c642f112 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.006309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a674c7-8b4a-4f6a-a6e9-fb1ed65f6b7e · outbound

This paper cites From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.010840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6263799e-4e1a-4528-be8c-2c5614fda50a · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:57:42.648396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 90c156ac-e053-4a27-a1d4-ced05286d3dd · outbound

This paper cites Break the Chain: Large Language Models Can be Shortcut Reasoners.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Break the Chain: Large Language Models Can be Shortcut Reasoners

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.018820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a927f4b-4d18-466c-adc3-6f73fe14facd · outbound

This paper cites The Llama 3 Herd of Models.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.022783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29924b19-802f-453d-9f62-071b6187a1d4 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:57:42.636994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a43164e7-7775-49b3-b0df-02a5a357d75e · outbound

This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.034406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbecaa2a-0256-4441-80ca-a07ce697f010 · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Token-Budget-Aware LLM Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.038175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b801ddc-f99d-4b3f-b00b-cd60c23033e2 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Training Large Language Models to Reason in a Continuous Latent Space

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.041883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49529382-df57-4aa2-9fd9-b7e5afee6ce1 · outbound

This paper cites Training Compute-Optimal Large Language Models.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Training Compute-Optimal Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.045603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e683c65-0368-4a18-93f7-fcdd6f896d67 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.049347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45f84ed7-3fe1-40ec-b60a-8cb4154bdc0b · outbound

This paper cites Editing Models with Task Arithmetic.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Editing Models with Task Arithmetic

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.052752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc220d93-a2af-4d32-87d8-84bf5b0412d9 · outbound

This paper cites OpenAI o1 System Card.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning OpenAI o1 System Card

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.056497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46fa3b1a-65df-4bd9-8a6f-9067b8d63981 · outbound

This paper cites Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-Text Rationales.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-Text Rationales

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T20:57:42.367345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 65c79417-d064-42e8-82de-f7867b29c54a · outbound

This paper cites C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.064352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b76c04c-6f95-475c-925f-aebb593e6fe1 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:57:42.619513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c9abc095-a8e1-4546-95e1-55ca6cb1fb14 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.071541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31307639-0be6-4a33-b895-30fb3c8639f5 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:57:42.602068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e86b8ad-ae8e-4564-8fab-741742d17ec5 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:57:42.590756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 958af71d-17d1-4d9b-9d95-d460df32eeaf · outbound

This paper cites O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.082065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 555f10e7-0d24-46d6-863a-3f38e9be3b48 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:57:42.579604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 88369af9-69f8-49c4-81d7-6ffd402975af · outbound

This paper cites Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.089537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63384286-969b-4428-bb9e-181d392c8ee5 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.093218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94e8915b-d4d7-4a47-906f-5ebea6c2f854 · outbound

This paper cites Pruning Convolutional Neural Networks for Resource Efficient Inference.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Pruning Convolutional Neural Networks for Resource Efficient Inference

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.096848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c232dc98-c788-49a8-a4ab-0320597130b6 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning WebGPT: Browser-assisted question-answering with human feedback

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.100560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 158214c9-9960-4721-b726-e587658ea075 · outbound

This paper cites Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.104139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a00c5da8-fd0b-49cf-a57e-ee04a4101ec3 · outbound

This paper cites To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.107933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7f56b27-e687-40ca-a43d-0d1ba16226f2 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Gemini: A Family of Highly Capable Multimodal Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.111941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30387020-46c0-4516-9289-e0932fbde9ea · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.116304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ced9763a-c29a-48d6-bd26-19f9677676fc · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.120429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e70ae6d3-d0eb-48c2-946f-cfd31a422337 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.124276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b98ca0b-042f-4fec-8c29-dacfae225e73 · outbound

This paper cites Understanding Chain-of-Thought in LLMs through Information Theory.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Understanding Chain-of-Thought in LLMs through Information Theory

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.128250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e87ea5b-5738-4a92-8ea2-87478ba42f59 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.132480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c851d941-90d9-4249-817b-c8af9afb3d3d · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.136398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ff4949-ef3e-4337-8aa0-9fede36ee269 · outbound

This paper cites an unresolved cited work.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.140364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12c720e7-81c3-47fb-8e38-56917940d17e · outbound

This paper cites Griffiths, Yuan Cao, and Karthik R Narasimhan.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Griffiths, Yuan Cao, and Karthik R Narasimhan

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.143953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cacc1b3e-0e15-422b-abd4-c0acd31096ab · outbound

This paper cites LIMO: Less is More for Reasoning.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning LIMO: Less is More for Reasoning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.147705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f317e0ba-ef77-4862-842e-a1745c4b7ee3 · outbound

This paper cites Distilling System 2 into System 1.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Distilling System 2 into System 1

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.151798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a13240e-41eb-404e-81ac-4325f7b9552d · outbound

This paper cites Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.155516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c313c93-e472-402f-867d-0c4d05674e68 · outbound

This paper cites The Lessons of Developing Process Reward Models in Mathematical Reasoning.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning The Lessons of Developing Process Reward Models in Mathematical Reasoning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.159571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7da41b-fde1-461c-8203-2594ab18bf4f · outbound

This paper cites online" 'onlinestring :=.

CoT-Valve: Length-Compressible Chain-of-Thought Tuning online" 'onlinestring :=

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.163372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0dfd671-96ec-4dde-b306-52d5bc6a193c · outbound

This paper cites write newline.

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

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:42.167496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f3324a48-6c92-4da3-bbc2-8388159519dd · inbound

When More is Less: Understanding Chain-of-Thought Length in LLMs cites this paper.

When More is Less: Understanding Chain-of-Thought Length in LLMs CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T13:23:22.090152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-09T06:31:02.800959+00:00.

Observation b269056b-7064-4c75-b208-6816f62a1007 · inbound

Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning cites this paper.

Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:58.854861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c1b1635-a701-450b-ac97-65499b09b9b9 · inbound

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

VeriThinker: Learning to Verify Makes Reasoning Model Efficient CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.467957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ca122c9-32b7-41be-86ff-c67b1b1587af · inbound

PATS: Process-Level Adaptive Thinking Mode Switching cites this paper.

PATS: Process-Level Adaptive Thinking Mode Switching CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:21.885181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fda2f0-cd4e-49df-b132-d872d03bd14b · inbound

Learning Composable Chains-of-Thought cites this paper.

Learning Composable Chains-of-Thought CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T13:08:42.546680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14b0b5c8-56d1-4a7d-9f8f-3a8a885a9fb9 · inbound

PixelThink: Towards Efficient Chain-of-Pixel Reasoning cites this paper.

PixelThink: Towards Efficient Chain-of-Pixel Reasoning CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:46.813417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 d0e4ec89-fcfa-4924-be0a-09714edce494 · inbound

RAST: Reasoning Activation in LLMs via Small-model Transfer cites this paper.

RAST: Reasoning Activation in LLMs via Small-model Transfer CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:19:56.070931Z

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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.