Paper Citation Record · LEDGER

Not All Tokens Are What You Need In Thinking

As of 14 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 8 inbound Pith citation observations for arXiv:2505.17827.

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

pith.paper-citation-record.v1
2505.17827 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:45:15.715949Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T03:25:23.124002Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T13:44:11.425774Z

Reference resolution

36 of 36 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64159134-af40-4443-9c3b-7e85c0728328 · outbound

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

Not All Tokens Are What You Need In Thinking Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.005680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9dc940a-67d5-432c-90ac-1d3e861357b5 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.082955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5527facb-4279-4e0f-bf4a-849443b8f388 · outbound

This paper cites The Llama 3 Herd of Models.

Not All Tokens Are What You Need In Thinking The Llama 3 Herd of Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.188075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b38c250-a4c5-4de1-a1c7-8bce2f9d2f8e · outbound

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

Not All Tokens Are What You Need In Thinking DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.290441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a2fa95a-10df-40f7-9126-d0c37c6a6518 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Not All Tokens Are What You Need In Thinking Measuring Mathematical Problem Solving With the MATH Dataset

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.375124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84308927-78a5-47a4-9ee5-e74cff97b45b · outbound

This paper cites OpenAI o1 System Card.

Not All Tokens Are What You Need In Thinking OpenAI o1 System Card

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.442047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 340386b9-1d87-4928-9c44-4351aacd5347 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.560069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 714e9b8d-11f5-4aae-92db-1412f24e9bf9 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.671497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6395beb-e831-46b4-9a9f-18a3cbf9b5a1 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.780845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35fa17f3-2835-4f03-9856-a90c6a21907f · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.869860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eeefb32-8546-441d-a421-fa6719881067 · outbound

This paper cites How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach.

Not All Tokens Are What You Need In Thinking How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:12.973380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96b0ca72-81e3-4e83-be55-a30cb5f5e362 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

Not All Tokens Are What You Need In Thinking u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.085821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9389a32-9a8f-4394-80d8-d56596af658e · outbound

This paper cites Compressing Context to Enhance Inference Efficiency of Large Language Models.

Not All Tokens Are What You Need In Thinking Compressing Context to Enhance Inference Efficiency of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.233710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe671993-51bb-4e8f-8410-6d07dc8d352d · outbound

This paper cites Reasoning Models Can Be Effective Without Thinking.

Not All Tokens Are What You Need In Thinking Reasoning Models Can Be Effective Without Thinking

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.341265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85ee25fc-df53-4781-899b-5fd66393ede0 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:45:16.787202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 619d3f8d-f9f6-426e-94d7-3a6ffb97602e · outbound

This paper cites AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset.

Not All Tokens Are What You Need In Thinking AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.499244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3946480b-fd2f-40d2-b864-97a20a419bad · outbound

This paper cites s1: Simple test-time scaling.

Not All Tokens Are What You Need In Thinking s1: Simple test-time scaling

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.583628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 818e4f30-de9c-4d6c-938d-0dda9e8a237c · outbound

This paper cites Self-Training Elicits Concise Reasoning in Large Language Models.

Not All Tokens Are What You Need In Thinking Self-Training Elicits Concise Reasoning in Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.680515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 520dd9ec-79d6-408a-b810-0f9b735dd521 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.823762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da263c2f-5dee-4d65-a4f3-96ebfc51af4c · outbound

This paper cites Qwen2.5 Technical Report.

Not All Tokens Are What You Need In Thinking Qwen2.5 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:13.938223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9367532-47dd-450c-ad23-7d80767d7b32 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.045049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4feec8-a93c-47c6-bf4f-81fcaf6484f8 · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

Not All Tokens Are What You Need In Thinking Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.126961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d76353b7-6598-4bc0-88a2-4e8d641c6745 · outbound

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

Not All Tokens Are What You Need In Thinking Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.221470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9c1041e-e9ef-4ec6-9242-398e89e12042 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.297885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cdb2446-ba48-4dc5-858e-ac6ea3115541 · outbound

This paper cites Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking.

Not All Tokens Are What You Need In Thinking Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.451001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37ecd3d3-44cd-4d80-a92c-37ab6d3ff175 · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.558777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a6c0b23-434b-404d-af64-382789d8abcc · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:45:16.472845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 88efe52f-7a71-4889-930a-32291ba46e57 · outbound

This paper cites Effectively Controlling Reasoning Models through Thinking Intervention.

Not All Tokens Are What You Need In Thinking Effectively Controlling Reasoning Models through Thinking Intervention

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.818881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5cdc2e2-a81e-4097-8fe3-004d753d95ea · outbound

This paper cites an unresolved cited work.

Not All Tokens Are What You Need In Thinking Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:14.936163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40e4117c-ee55-44ea-8ba3-13fc4fa8c341 · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

Not All Tokens Are What You Need In Thinking Chain of Draft: Thinking Faster by Writing Less

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:15.024380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 838b4dac-1e23-4654-9b2e-14d222971c7f · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

Not All Tokens Are What You Need In Thinking Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:15.121126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 766b2025-fd5f-4335-b6a2-08b8d95bb915 · outbound

This paper cites Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models.

Not All Tokens Are What You Need In Thinking Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:15.250653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdfe86e3-85eb-4fee-ba80-f3f7b8404f27 · outbound

This paper cites A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?.

Not All Tokens Are What You Need In Thinking A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:15.311880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad1cf9ba-2ebf-4d27-a741-28314da4c169 · outbound

This paper cites 1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training.

Not All Tokens Are What You Need In Thinking 1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:15.431216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e76605b-08bf-4caa-9775-e1497d76d5bc · outbound

This paper cites online" 'onlinestring :=.

Not All Tokens Are What You Need In Thinking online" 'onlinestring :=

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:15.557973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de63143f-9c00-4334-9c55-643325704452 · outbound

This paper cites write newline.

Not All Tokens Are What You Need In Thinking write newline

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:15.715949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5f423c25-6211-4fd4-aa83-4bb71a92b2f3 · 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 Not All Tokens Are What You Need In Thinking

Reference 226

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T01:29:57.330059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 36df42cd-4a75-44cb-ab4e-994ee5c0c030 · inbound

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression cites this paper.

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression Not All Tokens Are What You Need In Thinking

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-21T13:44:11.427634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6966de69-b04c-4b94-8a81-eacccd573cda · inbound

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression cites this paper.

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression Not All Tokens Are What You Need In Thinking

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T03:25:23.124002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 044440a5-8101-4501-a5ed-6da3f061568b · 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 Not All Tokens Are What You Need In Thinking

Reference 249

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.804123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 51a4062c-ef5f-42cc-bb6e-84cdfc178957 · inbound

Stateful Reasoning via Insight Replay cites this paper.

Stateful Reasoning via Insight Replay Not All Tokens Are What You Need In Thinking

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T01:43:27.658246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ecfeb22c-6427-4ea8-9896-2fd0b0ff2418 · inbound

Stateful Reasoning via Insight Replay cites this paper.

Stateful Reasoning via Insight Replay Not All Tokens Are What You Need In Thinking

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T21:39:03.320631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b9f0fa1e-3f0a-4606-be62-2d7f1a56da07 · inbound

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

LISA: Linear-Indexed Sparse Attention for Efficient Long-Context Reasoning Not All Tokens Are What You Need In Thinking

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T12:48:48.944740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f01dba94-f337-4884-9884-42c8d2ea697f · inbound

Reasoning Denoiser: Denoising Reasoning Traces for Hallucination Detection in Large Reasoning Models cites this paper.

Reasoning Denoiser: Denoising Reasoning Traces for Hallucination Detection in Large Reasoning Models Not All Tokens Are What You Need In Thinking

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-01T05:52:44.121978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.