Paper Citation Record · LEDGER

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

As of 10 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 19 inbound Pith citation observations for arXiv:2506.08343.

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

pith.paper-citation-record.v1
2506.08343 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:19:20.523470Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:14:05.383320Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:19:43.863866Z

Reference resolution

57 of 57 outbound references displayed

verified exact0
verified fuzzy1
unresolved56
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ebdc6ca-7fca-44c4-85b8-512941e17660 · outbound

This paper cites Phi-4-reasoning Technical Report.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Phi-4-reasoning Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:13.775018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5323d899-8aef-4046-abc3-6f2facbbd50f · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:13.846967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fb3fb8d-2a51-4734-b248-e36944fe78fd · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.605911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5d56e3ea-aaa1-46b4-896e-97482e3b87ab · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:14.039154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adc390a9-bf30-469b-9786-64e003c2080d · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:14.140943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 647459df-8b31-422c-a370-e63637d4f6e2 · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:15.100908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c083870-76a3-47ff-8ee9-d22844d2fd21 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:15.623602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a14cc001-f48a-4c0f-801b-fff9e23f21f7 · outbound

This paper cites An Empirical Study on Eliciting and Improving R1-like Reasoning Models.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency An Empirical Study on Eliciting and Improving R1-like Reasoning Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:15.802751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e180f56d-79ad-4628-b7ab-d33756a3d59a · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.004582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 686341eb-95f7-42ea-af02-23ba8e4f0ed9 · outbound

This paper cites The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.056537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7520d69d-9293-4a78-955a-d2b449d09dfe · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.146609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 689c62b4-f178-4fa8-856f-7e9b0c0ac5fb · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.590782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation baec45ce-c1cc-4e12-9ee1-ff1e695f72e1 · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.322369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0e0a094-6d18-4cf0-8f05-8038e38ef4b4 · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Token-Budget-Aware LLM Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.416376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c27708dd-cd6c-4f19-9f5c-898587f63c4b · outbound

This paper cites Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.540534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31b1157d-5f40-4989-95f0-daa1e6510fb5 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.613483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7301252-0f20-4fba-a57c-29f0ce93276f · outbound

This paper cites Reward-Guided Speculative Decoding for Efficient LLM Reasoning.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.691688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8d62ab8-31e0-494b-b963-7493a212d1e6 · outbound

This paper cites Sleep-time Compute: Beyond Inference Scaling at Test-time.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Sleep-time Compute: Beyond Inference Scaling at Test-time

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.813357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768d69f7-6bfd-48c0-943b-099eb8c53f77 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Understanding R1-Zero-Like Training: A Critical Perspective

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.876544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21a3b620-3d87-4e52-9720-328bc1e9a11c · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.470235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b75c5ef8-325e-4e18-9ff4-d77c14344eb4 · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:17.079779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fb1ce41-8b14-42c3-a6bd-0a6c980d6d43 · outbound

This paper cites Reasoning Models Can Be Effective Without Thinking.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Reasoning Models Can Be Effective Without Thinking

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:17.178916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites CoT-Valve: Length-Compressible Chain-of-Thought Tuning.

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 4518a8b6-02f5-4a55-bbc3-e1bc055bbc13 · outbound

This paper cites Aime problems and solutions.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Aime problems and solutions

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:19:21.327121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fafbb41d-1bd1-4a77-9f97-3ae47d8840f5 · outbound

This paper cites s1: Simple test-time scaling.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency s1: Simple test-time scaling

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:17.496225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb5706a8-691b-4e5d-8d06-aaba6dec87a4 · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Self-Training Elicits Concise Reasoning in Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:17.589835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99659b9c-26b6-4f2a-8e31-174f06822dd3 · outbound

This paper cites GPT-4o System Card.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency GPT-4o System Card

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:17.704258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b72d1c6-a10a-4f6f-9bb4-d4079dc86c4e · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.194482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 67f286fd-c3a9-4d66-93ea-101af9571e22 · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.167259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 146cca4c-d21c-403a-9a92-32f9327fd917 · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.147828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ea464571-9191-4829-9cc3-667d748e1540 · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.131017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6fea5ce-268a-4d5a-bdfe-fd048318eb0e · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:18.153543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e945a0ec-316f-4e1d-93f1-6a097de5b107 · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:18.242720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7200416-8126-44be-bb99-d3bcde6804dc · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:18.349976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90c56818-3d3c-47d3-a7c9-1fb4ec32098e · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:18.432194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2196d717-b075-4fc7-bc92-3c7053f82795 · outbound

This paper cites Fast Best-of-N Decoding via Speculative Rejection.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Fast Best-of-N Decoding via Speculative Rejection

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:18.565583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 051ecda3-38d5-4dcf-81b4-d2edd5bea38f · outbound

This paper cites Kimi-VL Technical Report.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Kimi-VL Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:18.671845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fe1890b-953c-4bb2-ac4c-2f7c187c34f1 · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.113395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c2bc0cc-879e-4471-9f9e-49309ff3e2e5 · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.095339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ac06cb22-a6dd-40a2-be7e-cc863779a5bd · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.074818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 977fe61f-61d3-42c2-8e29-3ee7e35f31ac · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency When More is Less: Understanding Chain-of-Thought Length in LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.072384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f4d9648-c664-49f2-a7a9-b375f5b5058a · outbound

This paper cites MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.173857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc00ce4-d149-4ee8-8811-4584f78d4de8 · outbound

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

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Chain of Draft: Thinking Faster by Writing Less

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.274279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e634499-731e-449c-b4e5-991b44a2842d · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.375072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31025e46-b5b3-4a36-a85e-2aa4328b4f90 · outbound

This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.496589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5da900e0-10ee-4f0f-8664-e0cfea4aed5f · outbound

This paper cites Understanding Aha Moments: from External Observations to Internal Mechanisms.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Understanding Aha Moments: from External Observations to Internal Mechanisms

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.600819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36e1e355-8a29-4631-ba9c-4231f48b9351 · outbound

This paper cites Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.701704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6acec992-b6e4-455d-aea0-946386f837f9 · outbound

This paper cites Distilling System 2 into System 1.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Distilling System 2 into System 1

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:19.780072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24986cc9-2c42-4078-9d16-f2abb4e17330 · outbound

This paper cites an unresolved cited work.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:19:21.041287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7e2db241-70d0-4c26-b7b1-67af9b0d00e8 · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.016684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 555d8f2c-478e-4f40-8abf-1c31326f6559 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.121647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2532eceb-f695-4c11-b079-920187603302 · outbound

This paper cites Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.228761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd20747a-dd87-4c6f-8c04-566461a2d69b · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.332264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18779145-4b15-48c6-9e9a-80262decbb4c · outbound

This paper cites MMVU: Measuring Expert-Level Multi-Discipline Video Understanding.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency MMVU: Measuring Expert-Level Multi-Discipline Video Understanding

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.434974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd96a074-d202-4181-b5d8-9eb760443b28 · outbound

This paper cites R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.501152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5183af8d-d67c-4121-92a7-811845a1e0bd · outbound

This paper cites online" 'onlinestring :=.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency online" 'onlinestring :=

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.511202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6580b2ad-2517-4e38-b9df-b3494f33f94c · outbound

This paper cites write newline.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency write newline

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:20.523470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9a4d746d-7b67-4691-91f0-b60bb38d31a4 · inbound

Skywork-R1V3 Technical Report cites this paper.

Skywork-R1V3 Technical Report Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T19:14:05.383320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6cdcd4b-4fe9-4a67-8ab4-3b55877522bd · 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 Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 188

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.783004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6abe2c30-158a-4c47-a673-9b0c154c177c · inbound

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

Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T05:14:37.248126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ed0d81d-c867-47f4-adfa-3c9d21dd653a · 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 Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T05:08:10.743319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58b1e89-9324-470f-a691-da6996fbe38e · inbound

Input-Time Scaling: Adding Noise and Irrelevance into Less-Is-More Drastically Improves Reasoning Performance and Efficiency cites this paper.

Input-Time Scaling: Adding Noise and Irrelevance into Less-Is-More Drastically Improves Reasoning Performance and Efficiency Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-18T22:46:53.866810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8052fa8b-0270-41b0-af2a-6f842309ee1e · inbound

MixReasoning: Switching Modes to Think cites this paper.

MixReasoning: Switching Modes to Think Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T11:16:37.195344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 358f01ed-068e-46bd-9040-2d9228ae8635 · inbound

Are Large Reasoning Models Interruptible? cites this paper.

Are Large Reasoning Models Interruptible? Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T10:07:52.818140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12e43898-8bc7-42b3-8a2a-b5dc4dd61cb5 · inbound

Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers cites this paper.

Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T11:16:00.433374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59787a93-9f3f-4e96-aa5c-6a22f12ac6fd · 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 Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-21T13:44:11.424385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0bd65bd6-05fd-40e6-bfdb-9c149437f192 · 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 Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T03:25:23.107762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f13ce94-4282-4ff0-ae8b-ee383ce443cd · inbound

CRISP: Compressed Reasoning via Iterative Self-Policy Distillation cites this paper.

CRISP: Compressed Reasoning via Iterative Self-Policy Distillation Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-15T15:46:12.616407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f0603a78-f654-424f-88e3-d94a10a516f3 · inbound

Graph-Based Chain-of-Thought Pruning for Reducing Redundant Reflections in Reasoning LLMs cites this paper.

Graph-Based Chain-of-Thought Pruning for Reducing Redundant Reflections in Reasoning LLMs Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:15:50.515746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ee9d4eb1-8312-4d11-8b84-0bca3715704b · inbound

LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals cites this paper.

LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 2

Resolution: malformed identifier; arxiv_id, observed 2026-05-10T22:25:51.833790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0454bc44-a43f-452f-881c-f65c1039209f · inbound

When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning cites this paper.

When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T05:41:00.144361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6855bbb0-1bf0-4152-b23e-16d6c8f2266d · inbound

Thinking with Reasoning Skills: Fewer Tokens, More Accuracy cites this paper.

Thinking with Reasoning Skills: Fewer Tokens, More Accuracy Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:21:05.432678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a920a123-fa6d-4fd2-b28c-ce62d2ede23f · inbound

Revisiting Anthropomorphic Reflection Markers in Large Language Model Reasoning cites this paper.

Revisiting Anthropomorphic Reflection Markers in Large Language Model Reasoning Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T13:23:28.426570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bad314e2-ec05-4974-b5b6-fea6e379dd8e · inbound

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling cites this paper.

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:57:10.042583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d2c1fb5-a090-4002-9c47-341d9a83c5ac · inbound

Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards cites this paper.

Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T09:19:43.865239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 549eccfd-5e7e-4c97-8cf8-65d628511f39 · inbound

Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning cites this paper.

Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T17:07:02.070191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.