Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T19:56:12.637345Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 11 inbound Pith citation observations for arXiv:2506.14755.
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 2026-08-15T19:56:12.637345Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:53:43.839273Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-01T23:26:22.299993Z
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 81b239dc-171d-4559-a6c1-4ba00c24665c · outbound
Optimizing Length Compression in Large Reasoning Models OpenAI o1 System Card
Reference 1
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Observation 56e554bc-9229-48c0-a92b-01660bcc93ed · outbound
Optimizing Length Compression in Large Reasoning Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2
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Observation 518c83dd-35b8-473d-bb53-d45f47d8c1b9 · outbound
Optimizing Length Compression in Large Reasoning Models Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 3
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Observation 7abd0397-4f84-4a35-85dc-4d80cfc6594f · outbound
Optimizing Length Compression in Large Reasoning Models Challenging the Boundaries of Reasoning: An Olympiad-Level Math Benchmark for Large Language Models
Reference 4
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Observation 78b1a4f8-01ad-45a5-97c1-69d667a72861 · outbound
Optimizing Length Compression in Large Reasoning Models CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution
Reference 5
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Observation 17395788-7ef0-4e26-92e9-cbcb95dfe1f8 · outbound
Optimizing Length Compression in Large Reasoning Models Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
Reference 6
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Observation a0ebe2e7-32cf-4e33-8afd-f4d20a68162e · outbound
Optimizing Length Compression in Large Reasoning Models L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 7
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Observation 68fc4268-9176-4b2f-aec6-82449ea68dbb · outbound
Optimizing Length Compression in Large Reasoning Models Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 8
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Observation b8923d28-dd04-46db-ad36-11601ff6fe5e · outbound
Optimizing Length Compression in Large Reasoning Models Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 9
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Observation 1742ebad-5d10-4d32-98a6-168b9f151259 · outbound
Optimizing Length Compression in Large Reasoning Models The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks
Reference 10
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Observation 2e5396e3-7c3b-4415-9f98-5bb060ff807b · outbound
Optimizing Length Compression in Large Reasoning Models Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization
Reference 11
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Observation e61dd383-e932-4a54-b175-a5fe66155073 · outbound
Optimizing Length Compression in Large Reasoning Models Dast: Difficulty-adaptive slow-thinking for large reasoning models, 2025
Reference 12
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Observation ce912d4c-a7c8-4b24-9906-14c0b585f073 · outbound
Optimizing Length Compression in Large Reasoning Models ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
Reference 13
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Observation a06fa339-3d84-441a-b1ae-653ce2e94270 · outbound
Optimizing Length Compression in Large Reasoning Models O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning
Reference 14
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Observation d674870c-9752-4d33-b49d-5c222c223aaf · outbound
Optimizing Length Compression in Large Reasoning Models Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 15
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Observation b3dd0930-fae6-4aff-ab72-27af1e240183 · outbound
Optimizing Length Compression in Large Reasoning Models Qwen3, April 2025 a
Reference 16
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Observation 3c79b22f-b3eb-4abf-8776-ce6662dbe694 · outbound
Optimizing Length Compression in Large Reasoning Models Qwq-32b: Embracing the power of reinforcement learning, March 2025 b
Reference 17
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Observation 322138f9-5dc1-448b-9c92-588c67dad519 · outbound
Optimizing Length Compression in Large Reasoning Models Yian Zhang, and Chris Alexiuk
Reference 18
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Observation 92d6ab52-214e-403f-ad6c-2d5ac74a2ba4 · outbound
Optimizing Length Compression in Large Reasoning Models Understanding R1-Zero-Like Training: A Critical Perspective
Reference 19
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Observation 1ca758bb-4f08-4523-bbec-9c9bd35b547d · outbound
Optimizing Length Compression in Large Reasoning Models DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 20
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Observation b2e71229-6465-42c0-abda-6c1b200e8ebe · outbound
Optimizing Length Compression in Large Reasoning Models Direct preference optimization: Your language model is secretly a reward model
Reference 21
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Observation ed45114d-d98a-4985-97e2-23d3093f46aa · outbound
Optimizing Length Compression in Large Reasoning Models Unresolved cited work
Reference 22
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Observation c7fb6856-4cc7-4921-b209-dc1207c34b2e · outbound
Optimizing Length Compression in Large Reasoning Models Gemini 2.5 pro
Reference 23
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Observation 7c5cf0c2-f5a6-402b-8eb4-9153c550960d · outbound
Optimizing Length Compression in Large Reasoning Models Phi-4-reasoning Technical Report
Reference 24
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Observation 0eaa993b-0236-4e17-804b-5bdc9794d37a · outbound
Optimizing Length Compression in Large Reasoning Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 25
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Observation b4864d86-7867-41ec-916c-5b71de176e37 · outbound
Optimizing Length Compression in Large Reasoning Models Code-r1: Reproducing r1 for code with reliable rewards
Reference 26
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Observation 69bacfd6-94fb-4c93-9dc3-111adee4f039 · outbound
Optimizing Length Compression in Large Reasoning Models REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
Reference 27
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Observation f4992d9e-8a12-47d9-b63c-d07aff99991c · outbound
Optimizing Length Compression in Large Reasoning Models CoT-Valve: Length-Compressible Chain-of-Thought Tuning
Reference 28
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Observation 00d49e53-b5a8-47e3-992c-b6cf9da31e72 · outbound
Optimizing Length Compression in Large Reasoning Models Training language models to reason efficiently, 2025
Reference 29
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Observation ebb13721-38da-489b-83e7-1e87cf4e0ecc · outbound
Optimizing Length Compression in Large Reasoning Models Aytes, Jinheon Baek, and Sung Ju Hwang
Reference 30
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Observation f3ef6c34-5c71-45c4-b554-dbc7538ef52d · outbound
Optimizing Length Compression in Large Reasoning Models Token-Budget-Aware LLM Reasoning
Reference 31
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Observation a8941b35-eb1d-4f50-b36f-c5879ecd7c2c · outbound
Optimizing Length Compression in Large Reasoning Models Reasoning Models Can Be Effective Without Thinking
Reference 32
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Observation 1cd9036a-9c9f-4795-bffe-e36127970ddd · outbound
Optimizing Length Compression in Large Reasoning Models Qwen2.5: A party of foundation models, September 2024
Reference 33
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Observation 607f402b-c8a2-44f6-a38a-e121ea528f64 · outbound
Optimizing Length Compression in Large Reasoning Models Gemini 2.5 flash
Reference 34
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Observation 457a0db9-fef0-4b40-92f1-330fb6045945 · outbound
Optimizing Length Compression in Large Reasoning Models Distilling System 2 into System 1
Reference 35
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Observation c5b974aa-2611-4b7b-b30b-9610dcab6756 · outbound
Optimizing Length Compression in Large Reasoning Models The 23rd international conference on artificial intelligence in medicine (aime 2025)
Reference 36
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Observation 90c1919a-afef-46f5-bc11-c5847e72147e · outbound
Optimizing Length Compression in Large Reasoning Models Let's verify step by step
Reference 37
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Observation 74939c00-0f98-489b-9989-adfb81f786b7 · outbound
Optimizing Length Compression in Large Reasoning Models Training Verifiers to Solve Math Word Problems
Reference 38
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Observation 75f6f2d6-203f-4572-8aa1-4ed91f9c2869 · outbound
Optimizing Length Compression in Large Reasoning Models American mathematics competitions (amc)
Reference 39
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Observation 2dedafc0-be57-4275-9460-de5f9acf3226 · outbound
Optimizing Length Compression in Large Reasoning Models Gpqa: A graduate-level google-proof q&a benchmark
Reference 40
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Observation 4c1a46d1-2c0f-4cd3-b5a7-1c2be03c5ba7 · outbound
Optimizing Length Compression in Large Reasoning Models LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 41
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Observation 69cf9226-f2bb-40e1-bee6-fe3f9e5fa084 · outbound
Optimizing Length Compression in Large Reasoning Models Trl: Transformer reinforcement learning
Reference 42
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Observation f8735614-7068-475b-93c4-0fa1d1519b56 · inbound
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models Optimizing Length Compression in Large Reasoning Models
Reference 125
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bc6ab941-4ace-481f-bf7d-10f787ff3438 · inbound
Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Optimizing Length Compression in Large Reasoning Models
Reference 28
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Observation 6f69fd12-2d08-439a-a3b7-f2c67786832a · inbound
Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning Optimizing Length Compression in Large Reasoning Models
Reference 5
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Observation e4466a45-860c-4843-ac05-09dab89649c4 · inbound
Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training Optimizing Length Compression in Large Reasoning Models
Reference 21
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Observation 30e538f9-3651-454a-afb4-d2086c23c59c · inbound
DiffAdapt: Difficulty-Adaptive Reasoning for Token-Efficient LLM Inference Optimizing Length Compression in Large Reasoning Models
Reference 3
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a6ceeae9-b58d-436c-8a4c-899f5ae407d6 · inbound
ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure Optimizing Length Compression in Large Reasoning Models
Reference 2023
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Observation 45d69a29-7726-45c5-8cff-81d125af72f0 · inbound
Compress the Easy, Explore the Hard: Difficulty-Aware Entropy Regularization for Efficient LLM Reasoning Optimizing Length Compression in Large Reasoning Models
Reference 8
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Observation 0809db36-c9f9-448e-83e8-83e98ef3a1c4 · inbound
Implicit Compression Regularization: Concise Reasoning via Internal Shorter Distributions in RL Post-Training Optimizing Length Compression in Large Reasoning Models
Reference 16
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 916a2bcc-8e1c-4cc7-a6a6-229d9c34f5d9 · inbound
SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning Optimizing Length Compression in Large Reasoning Models
Reference 4
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1038563c-6048-40bb-a459-256a1afe1383 · inbound
Adaptive Latent Agentic Reasoning Optimizing Length Compression in Large Reasoning Models
Reference 32
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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5b0eb710-8d34-4a72-aadd-14e25293efe4 · inbound
EvoThink: Evolving Thinking in Large Reasoning Models via Self-Pruning and Aha-Moment Preference Optimization Optimizing Length Compression in Large Reasoning Models
Reference 4
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