Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:30:24.924803Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 2 inbound Pith citation observations for arXiv:2505.21765.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:30:24.924803Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:53:41.668412Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-13T01:32:02.677471Z
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3b8f8703-12d7-40de-b01d-5249f89b0677 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 1
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Unavailable: canonical work link unavailable.
Observation a19386df-43f3-4df3-9d95-f7a5c035a875 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Training language models to reason efficiently
Reference 2
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Observation 2904d3c4-744b-413a-a1f4-0ecc1135fb04 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 3
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Observation 15a1d638-2fe1-44b6-9edd-a11cc607c057 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 4
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Observation ea80eec7-5a0e-46c2-9c91-2927b44cfa06 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Training Verifiers to Solve Math Word Problems
Reference 5
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Observation 79ec7da9-6ade-49f4-af82-365c2fbc742c · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Efficiently Scaling LLM Reasoning with Certaindex
Reference 6
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Observation dfc3f859-7aef-464a-b10d-3f48afc08ade · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs
Reference 7
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Observation 6d678fd4-21c4-46e8-966e-95354d36fbb9 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models The Llama 3 Herd of Models
Reference 8
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Observation 22a43e7b-7e0c-4beb-94dd-ece12e2ed183 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 9
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Observation e9786936-b417-49b6-9874-b1c4b52b767f · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Measuring Mathematical Problem Solving With the MATH Dataset
Reference 10
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Observation 7df68ac4-dc09-4b3a-afa3-4b866f580abd · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
Reference 11
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Observation 664b0189-f809-4241-bd71-173cd7e5808c · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
Reference 12
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Observation d1fdb5f0-d72c-49c6-b769-afe8beeb4a69 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models OpenAI o1 System Card
Reference 13
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Observation e45a8ccf-12e5-42c6-95a7-48140c4677eb · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs
Reference 14
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Observation fbbc6055-bd0e-4dd7-bec4-3c346687a106 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models From System 1 to System 2: A Survey of Reasoning Large Language Models
Reference 15
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Unavailable: canonical work link unavailable.
Observation 444a0ca3-7c23-4db7-96d4-575993586229 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Understanding R1-Zero-Like Training: A Critical Perspective
Reference 16
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Observation 7930d5b2-89d2-4c08-9e9b-37fba8db1192 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning
Reference 17
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Observation 8033e9fa-2918-4a7f-b3e8-3b78077bde47 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica
Reference 18
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Observation 6554e561-28e9-4943-9e2d-1b36f2d12397 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Deepseek-r1 thoughtology: Let’s< think> about llm reasoning
Reference 19
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Observation b5bc1118-ecc8-4e97-b855-38bde4e3c746 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Simpo: Simple preference optimization with a reference-free reward
Reference 20
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Observation a11afadb-1bbc-4e93-9242-8eff3ca6b616 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond
Reference 21
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Observation 523b62c2-f102-40f1-9ae0-22fbd4ff1678 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning
Reference 22
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Observation 60963fd1-4ad9-4101-aa19-22fa7dd5ce32 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Proximal Policy Optimization Algorithms
Reference 23
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Observation c207322a-36b1-48fc-b109-645830eca5ce · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning
Reference 24
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Observation 29a114f4-3aec-4d2b-a081-c5f7a354966c · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 25
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Observation 4aee5b4b-5be9-4b2e-9bbf-e15241f36b37 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Hawkeye:Efficient Reasoning with Model Collaboration
Reference 26
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Observation af15bafb-1959-4d3f-83a2-c66c6480177e · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Dast: Difficulty-adaptive slow-thinking for large reasoning models
Reference 27
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Observation 385586ae-f244-42d1-9655-d3f0d15c9193 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 28
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Observation 5beb5d8b-3c9c-478b-a8ba-d84b90b714e8 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 29
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Observation 22f2786f-19f0-4e4e-967f-281dc6865a8b · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 30
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Observation 9b77bfd8-623a-45b5-9344-ff0a8a6d3cec · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models
Reference 31
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Observation 739c4faa-0498-49b3-8c6c-4f10e60b04cc · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 32
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Observation 150f2259-1845-465d-a182-4d050a246229 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Reference 33
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Observation 5d4d3d60-0489-40aa-87f3-3c3b6679e73d · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Chain-of-thought prompting elicits reasoning in large language models
Reference 34
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Observation 35c436da-ead5-49ab-9d3a-9f4b6586cbba · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models
Reference 35
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Observation 8f039778-8cbe-4d26-bb60-f9b10116127f · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought
Reference 36
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Observation 458771fb-e203-4431-a379-8a9621bf78cd · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 37
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Observation f3fe84a0-0e2b-4a03-8e18-fe37f9374e62 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Think When You Need: Self-Adaptive Chain-of-Thought Learning
Reference 38
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Observation 6f5b760f-1ccf-4e58-85f1-803cbcebc638 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Tree of thoughts: Deliberate problem solving with large language models
Reference 39
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Observation 98bfc12d-9e4e-4fce-8d68-5fe4867c9192 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models LIMO: Less is More for Reasoning
Reference 40
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Observation 2db188be-6c91-45b7-85de-76823b3802fe · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Demystifying Long Chain-of-Thought Reasoning in LLMs
Reference 41
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Observation 506974be-a92c-4742-8ad2-f76440559575 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Z1: Efficient Test-time Scaling with Code
Reference 42
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Observation 9bcc08b4-3cd8-47fb-9fa7-05f0844bd60c · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Evaluating the Performance of Large Language Models on GAOKAO Benchmark
Reference 43
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Observation 8869e9bf-5e8f-4c08-9ff8-60a0d7774b51 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models ProcessBench: Identifying Process Errors in Mathematical Reasoning
Reference 44
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Observation a1124bd9-5d84-49bd-b313-9052acdde0c0 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Hmm, I think this is enough to derive the final answer
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 22389719-2b06-4923-8662-45ed60db9a63 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 46
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d2b16576-41eb-4486-891d-42ea9ec79d09 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models "" <Clean explanation using only the kept chunks. Minimal edits for flow. End with the boxed final answer.>
Reference 47
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 102c004f-5d86-49e0-b2c7-9cd89eb1602e · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 48
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4678f3c7-6d2b-4864-b939-2f070da900c8 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 49
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 29c3b2aa-8b84-48d1-b5d2-13829ae7239f · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 50
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d9054618-5ada-4fa1-94bc-f9e0340f8ae0 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 51
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 01cffb9b-c79e-4701-9dfa-7173e3fca432 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 52
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 703a2797-a883-422a-931a-df78e6f2aba6 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 555a8c17-3e67-4526-8b7f-3d6b621b10c6 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7bf5d0f6-a61c-4865-bf4f-eac91c2c90cb · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 28903751-1ac6-449a-8d82-160f705e681c · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation baa1df89-495b-46b2-b430-f4d5c3238c80 · outbound
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 87fc04e6-96b4-4920-a3c8-d58bfa498013 · inbound
Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models
Reference 9
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Observation 2f5acdc9-dc1f-4020-92ab-bc0f061e9bc3 · inbound
Nice Fold or Hero Call: Learning Budget-Efficient Thinking for Adaptive Reasoning Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models
Reference 2
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.