Reasoning Models Can Be Effective Without Thinking | Paper Citation Record

Observation c1a35e75-3ccf-4e87-9217-fc90902feeb3 · 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 Reasoning Models Can Be Effective Without Thinking

Reference 129

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:57.558836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 18221697-7d26-43f3-a44c-f5c700fe9473 · inbound

ThinkSwitcher: When to Think Hard, When to Think Fast cites this paper.

ThinkSwitcher: When to Think Hard, When to Think Fast Reasoning Models Can Be Effective Without Thinking

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:40.627101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a40f1f38-edaf-4ab6-b4b3-435222c6dbad · inbound

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training cites this paper.

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training Reasoning Models Can Be Effective Without Thinking

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:36:06.259987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 084199fc-f99c-4650-a5be-b4768c0d969e · inbound

Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning cites this paper.

Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:29:14.704732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed311d06-cbb6-4948-85d6-d3ed102d0f6a · inbound

When Can Large Reasoning Models Save Thinking? Mechanistic Analysis of Behavioral Divergence in Reasoning cites this paper.

When Can Large Reasoning Models Save Thinking? Mechanistic Analysis of Behavioral Divergence in Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:25:47.751542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 980cb9f0-fc00-494b-a770-8158e2345308 · inbound

When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning cites this paper.

When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:03.832208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d28a004a-fe63-4c2f-93b0-04ce24017cd3 · inbound

Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary? cites this paper.

Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary? Reasoning Models Can Be Effective Without Thinking

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:54:52.247884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Not All Tokens Are What You Need In Thinking cites this paper.

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 53af5fe8-d11c-409e-a8dc-794ceffe5efe · inbound

Thought calibration: Efficient and confident test-time scaling cites this paper.

Thought calibration: Efficient and confident test-time scaling Reasoning Models Can Be Effective Without Thinking

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:22.927520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 589b9465-e882-4848-9dc0-09c161c1b77e · inbound

MMATH: A Multilingual Benchmark for Mathematical Reasoning cites this paper.

MMATH: A Multilingual Benchmark for Mathematical Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:08.495156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd37c512-1417-436e-851c-aa6767c0faa7 · inbound

Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective cites this paper.

Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective Reasoning Models Can Be Effective Without Thinking

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:07.755282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5220a4ac-2c7e-4715-b5fb-a76ae12e8438 · inbound

Reasoning LLMs are Wandering Solution Explorers cites this paper.

Reasoning LLMs are Wandering Solution Explorers Reasoning Models Can Be Effective Without Thinking

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:01:12.671564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6947f35-87a2-46e3-a53d-f8d9265340f5 · inbound

ChatVLA-2: Vision-Language-Action Model with Open-World Embodied Reasoning from Pretrained Knowledge cites this paper.

ChatVLA-2: Vision-Language-Action Model with Open-World Embodied Reasoning from Pretrained Knowledge Reasoning Models Can Be Effective Without Thinking

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:25:57.600571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9f8daec-e419-4683-a770-7aee54f155c4 · inbound

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

PixelThink: Towards Efficient Chain-of-Pixel Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:49.097448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 263c395e-1ac1-487e-969c-2663dfa30520 · inbound

AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time cites this paper.

AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time Reasoning Models Can Be Effective Without Thinking

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:42.651354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7da4ff0c-8659-4c4e-980a-40cfeea82993 · inbound

Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models cites this paper.

Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models Reasoning Models Can Be Effective Without Thinking

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T10:52:43.931777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb446df-b79e-43bf-ac83-b45f97a46b60 · inbound

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity cites this paper.

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity Reasoning Models Can Be Effective Without Thinking

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:10:31.581615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8fb1ce41-8b14-42c3-a6bd-0a6c980d6d43 · 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 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 ff41327e-9099-443a-b6f6-a5696b658846 · inbound

Schema-R1: A reasoning training approach for schema linking in Text-to-SQL Task cites this paper.

Schema-R1: A reasoning training approach for schema linking in Text-to-SQL Task Reasoning Models Can Be Effective Without Thinking

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T01:05:26.840277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef5c8173-da47-4bf9-8fc0-a9e6b69356dd · inbound

Steering LLM Thinking with Budget Guidance cites this paper.

Steering LLM Thinking with Budget Guidance Reasoning Models Can Be Effective Without Thinking

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:32:59.902163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56a88191-5e0b-4df5-8c99-15d41922ec1c · inbound

AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-Tuning cites this paper.

AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-Tuning Reasoning Models Can Be Effective Without Thinking

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:46:44.214705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a6c70f4-7e4f-42f7-802d-5ed584658f60 · inbound

Optimizing Length Compression in Large Reasoning Models cites this paper.

Optimizing Length Compression in Large Reasoning Models Reasoning Models Can Be Effective Without Thinking

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:16:39.489542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 157ca23f-801b-430f-8ecb-79ca607520ae · inbound

Is Long-to-Short a Free Lunch? Investigating Inconsistency and Reasoning Efficiency in LRMs cites this paper.

Is Long-to-Short a Free Lunch? Investigating Inconsistency and Reasoning Efficiency in LRMs Reasoning Models Can Be Effective Without Thinking

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:10:26.064315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ba4bbf-ba5c-4e8f-8187-0bb675177a5a · 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 Reasoning Models Can Be Effective Without Thinking

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:08.793932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1da478a6-9f6d-4e01-841b-b91a8a429470 · inbound

IMPACT: Inflectional Morphology Probes Across Complex Typologies cites this paper.

IMPACT: Inflectional Morphology Probes Across Complex Typologies Reasoning Models Can Be Effective Without Thinking

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:13.364619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29ac2557-94b7-4f1d-93ed-691b3ef2bdcb · inbound

EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning cites this paper.

EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T21:25:03.572111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8982f4d3-cdaf-442a-8f71-4c6e704d8f9a · inbound

Large Reasoning Models are not thinking straight: on the unreliability of thinking trajectories cites this paper.

Large Reasoning Models are not thinking straight: on the unreliability of thinking trajectories Reasoning Models Can Be Effective Without Thinking

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:13:12.934750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30527279-2544-4c8c-a85e-58004d65f076 · inbound

NaturalThoughts: Selecting and Distilling Reasoning Traces for General Reasoning Tasks cites this paper.

NaturalThoughts: Selecting and Distilling Reasoning Traces for General Reasoning Tasks Reasoning Models Can Be Effective Without Thinking

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:25.267800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fe7f0aa-ab09-4945-909e-22bae85baf89 · inbound

Evaluating Hierarchical Clinical Document Classification Using Reasoning-Based LLMs cites this paper.

Evaluating Hierarchical Clinical Document Classification Using Reasoning-Based LLMs Reasoning Models Can Be Effective Without Thinking

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:58:52.656593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0feb14c-6fc1-4808-9154-16815dfc98a7 · inbound

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

CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs Reasoning Models Can Be Effective Without Thinking

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:31.333082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcc85749-7090-4bdd-a67b-b950cb84bcdf · 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 Reasoning Models Can Be Effective Without Thinking

Reference 127

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.431503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c52a92a-bdbe-41f5-8298-c7fb10f3f786 · inbound

Hierarchical Budget Policy Optimization for Adaptive Reasoning cites this paper.

Hierarchical Budget Policy Optimization for Adaptive Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:31:28.526529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 040d2d23-8868-452a-8f41-466916fccb9b · inbound

Hierarchical Budget Policy Optimization for Adaptive Reasoning cites this paper.

Hierarchical Budget Policy Optimization for Adaptive Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:31:28.578878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5498e677-3537-4449-a6be-a819a8f98388 · inbound

Scaling Up, Speeding Up: A Benchmark of Speculative Decoding for Efficient LLM Test-Time Scaling cites this paper.

Scaling Up, Speeding Up: A Benchmark of Speculative Decoding for Efficient LLM Test-Time Scaling Reasoning Models Can Be Effective Without Thinking

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T13:48:22.081867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a754e8-3b36-4c75-a15d-6adfc9f9bdc1 · inbound

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

Self-Aligned Reward: Towards Effective and Efficient Reasoners Reasoning Models Can Be Effective Without Thinking

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-18T18:31:44.504827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 70e97f0b-4ba5-4f3f-9655-1d5ad33354b1 · 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 Reasoning Models Can Be Effective Without Thinking

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T00:04:00.684714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0817783-adfe-40b1-973d-38c10baa4a27 · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle Reasoning Models Can Be Effective Without Thinking

Reference 118

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:36.210573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4c2c11c-1d38-4049-bf6f-06ab8a2860cd · inbound

AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification cites this paper.

AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification Reasoning Models Can Be Effective Without Thinking

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:51.648270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd67bb07-a950-4d8c-a056-e672e418e176 · inbound

Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training cites this paper.

Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training Reasoning Models Can Be Effective Without Thinking

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:31:24.965864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1a87b02d-0861-4e4e-a214-b71f413c224d · inbound

MixReasoning: Switching Modes to Think cites this paper.

MixReasoning: Switching Modes to Think Reasoning Models Can Be Effective Without Thinking

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T11:16:36.544914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1daa010-ac7d-4994-98c6-90863aab6edd · inbound

Are Large Reasoning Models Interruptible? cites this paper.

Are Large Reasoning Models Interruptible? Reasoning Models Can Be Effective Without Thinking

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T10:07:52.390356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ccadb8e-4d32-41c1-8375-c8b6c166f8c5 · inbound

Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought cites this paper.

Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought Reasoning Models Can Be Effective Without Thinking

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-18T02:45:46.315829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b5d7741e-ba63-4853-9535-2533bf02a7a2 · inbound

Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought cites this paper.

Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought Reasoning Models Can Be Effective Without Thinking

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T07:43:10.269020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4075b873-0934-4516-b610-35fda757e967 · inbound

From $P(y|x)$ to $P(y)$: Investigating Reinforcement Learning in Pre-train Space cites this paper.

From $P(y|x)$ to $P(y)$: Investigating Reinforcement Learning in Pre-train Space Reasoning Models Can Be Effective Without Thinking

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:41:04.068305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1b838aee-3493-4091-b6ff-850227edb18d · inbound

Step-GRPO: Internalizing Dynamic Early Exit for Efficient Reasoning cites this paper.

Step-GRPO: Internalizing Dynamic Early Exit for Efficient Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T07:11:53.402885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ccc858e4-6bd3-45a0-8a46-a4aefc26467a · inbound

Efficient Test-Time Scaling via Temporal Reasoning Aggregation cites this paper.

Efficient Test-Time Scaling via Temporal Reasoning Aggregation Reasoning Models Can Be Effective Without Thinking

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:21:26.553213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b3ae7af1-7a68-4e9c-a7a6-be48ba63baa4 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering Reasoning Models Can Be Effective Without Thinking

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-09T23:54:45.544703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e89b824-4822-4fc4-8aac-63cbc7e7d549 · 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 Reasoning Models Can Be Effective Without Thinking

Reference 198

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.067856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7f800610-4251-473d-a87e-7f95c7edbd78 · inbound

The Coupling Tax: How Shared Token Budgets Undermine Visible Chain-of-Thought Under Fixed Output Limits cites this paper.

The Coupling Tax: How Shared Token Budgets Undermine Visible Chain-of-Thought Under Fixed Output Limits Reasoning Models Can Be Effective Without Thinking

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T03:30:55.702478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 381a65d6-d8e8-488d-993f-b6d5d26b3c47 · inbound

DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving cites this paper.

DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving Reasoning Models Can Be Effective Without Thinking

Reference 105

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:31:26.479144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51a81646-7464-4822-9c15-bb755319c1e1 · inbound

Uncovering the Representation Geometry of Minimal Cores in Overcomplete Reasoning Traces cites this paper.

Uncovering the Representation Geometry of Minimal Cores in Overcomplete Reasoning Traces Reasoning Models Can Be Effective Without Thinking

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:05:03.801140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1bf3c0a-ab36-4350-b425-780c1c9e198d · inbound

Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models cites this paper.

Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models Reasoning Models Can Be Effective Without Thinking

Reference 75

Resolution: verified exact; arxiv_id, observed 2026-05-20T12:33:17.005773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9073da65-7b80-42a1-8c22-640589cab2e8 · inbound

A Multi-Agent Framework for Feature-Constrained Difficulty Control in Reading Comprehension Item Generation cites this paper.

A Multi-Agent Framework for Feature-Constrained Difficulty Control in Reading Comprehension Item Generation Reasoning Models Can Be Effective Without Thinking

Reference 103

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T05:58:05.080679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6b6593ac-7a33-4718-ac21-d763513bc21a · inbound

Taming the Thinker: Conditional Entropy Shaping for Adaptive LLM Reasoning cites this paper.

Taming the Thinker: Conditional Entropy Shaping for Adaptive LLM Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T06:43:05.957902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0a48c7c5-d39a-44ea-81b3-4c5e3a77e02d · inbound

Thinking Past the Answer: Evaluating Harmful Overthinking in Large Reasoning Models cites this paper.

Thinking Past the Answer: Evaluating Harmful Overthinking in Large Reasoning Models Reasoning Models Can Be Effective Without Thinking

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:36:22.518243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 977a99e0-495d-45ce-8a61-167a6847f610 · inbound

ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning cites this paper.

ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning Reasoning Models Can Be Effective Without Thinking

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:26:28.714701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 52181f17-524c-4a73-9dd4-067f64b886f5 · inbound

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

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling Reasoning Models Can Be Effective Without Thinking

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:57:10.071132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2208c267-3661-479a-91fa-1ec6c1a8c73c · inbound

Dynamic Rollout Editing for Reducing Overthinking in RL-Trained Reasoning Models cites this paper.

Dynamic Rollout Editing for Reducing Overthinking in RL-Trained Reasoning Models Reasoning Models Can Be Effective Without Thinking

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-27T01:20:20.410691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f1c6d692-9843-455e-b077-8cdc77d2dba6 · inbound

SWE-Router: Routing in Multi-turn Agentic Software Engineering Tasks cites this paper.

SWE-Router: Routing in Multi-turn Agentic Software Engineering Tasks Reasoning Models Can Be Effective Without Thinking

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T18:37:16.490965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0bd96a13-5519-4653-90f3-a986b948c4f6 · inbound

Structured Thoughts For Improved Reasoning And Context Pruning cites this paper.

Structured Thoughts For Improved Reasoning And Context Pruning Reasoning Models Can Be Effective Without Thinking

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-14T12:08:05.502310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4864626a-6c69-4808-b54e-ddf673d031ec · 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 Reasoning Models Can Be Effective Without Thinking

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T18:49:29.028978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ef7d5cb-1cfa-4f7f-8853-ca1a94f2f450 · inbound

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

LISA: Linear-Indexed Sparse Attention for Efficient Long-Context Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T12:48:50.044869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fdbc693-ab41-4104-9c81-3107b4d03b6b · inbound

EvoThink: Evolving Thinking in Large Reasoning Models via Self-Pruning and Aha-Moment Preference Optimization cites this paper.

EvoThink: Evolving Thinking in Large Reasoning Models via Self-Pruning and Aha-Moment Preference Optimization Reasoning Models Can Be Effective Without Thinking

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T11:17:40.252219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6a40208-683c-44d9-a3b1-7b854ea97506 · inbound

ThinkReset: Learnable Intermediate Interface Construction for Bounded-Context Long-Horizon Reasoning cites this paper.

ThinkReset: Learnable Intermediate Interface Construction for Bounded-Context Long-Horizon Reasoning Reasoning Models Can Be Effective Without Thinking

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T00:54:35.342893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daf6ef71-fc26-4337-96b5-7ee09d8e7af0 · inbound

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability cites this paper.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Reasoning Models Can Be Effective Without Thinking

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T16:55:02.579662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c84125e7-c185-446a-877c-6374e1beaf93 · inbound

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability cites this paper.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Reasoning Models Can Be Effective Without Thinking

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T04:24:56.685677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers