Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:59:48.143265Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 1 inbound Pith citation observation for arXiv:2506.20241.
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 2026-08-06T22:59:48.143265Z
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 2026-08-04T17:57:25.068676Z
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d345bb54-b9cf-45ca-a1e2-12a1371e338a · outbound
Enhancing Large Language Models through Structured Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab70c69c-a4ef-4508-a68b-a2fec113d9c0 · outbound
Enhancing Large Language Models through Structured Reasoning OpenAI o1, 2024
Reference 2
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 55e174ad-4425-48e7-8aa1-500093187d75 · outbound
Enhancing Large Language Models through Structured Reasoning QwQ-32B: Embracing the Power of Reinforcement Learning | Qwen, 2025
Reference 3
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 54b1fd76-0785-4645-a1c7-54d771406614 · outbound
Enhancing Large Language Models through Structured Reasoning Roorda, C
Reference 4
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 0ac62058-75fb-4c3c-a585-c1dfb5c63199 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 5
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 97803185-accb-4731-8d77-3dd83346b7b0 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 6
Source-reported events for the cited work
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Observation 51ff1d7a-5183-4366-bf24-646cc660ed25 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 7
Source-reported events for the cited work
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Observation fef22926-fe8e-4f54-9395-6fe5d3987f2c · outbound
Enhancing Large Language Models through Structured Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1585ce05-275e-4315-b049-e1973a50a358 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbe4cb0d-273e-43ca-902c-da67e829dac5 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08f3ec53-3ed8-401a-8585-5ea2b2e8efa1 · outbound
Enhancing Large Language Models through Structured Reasoning L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a9e2d2f-f055-491e-b4f9-a0f41a517d5c · outbound
Enhancing Large Language Models through Structured Reasoning O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84b722d5-38ef-4282-983c-56b9e236fd45 · outbound
Enhancing Large Language Models through Structured Reasoning Zhang, J
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b23a828-0e2f-40f0-9eaa-2d58115196df · outbound
Enhancing Large Language Models through Structured Reasoning ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dbe2e32-61ce-4993-a8f4-e22562267a1b · outbound
Enhancing Large Language Models through Structured Reasoning Think When You Need: Self-Adaptive Chain-of-Thought Learning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13604075-c0ac-4584-ad5c-c4d10191d55c · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 16
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 891950b3-20bc-40a2-940d-e97634cba014 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 17
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 3fbc8f27-11f6-4658-9396-bdb6d7354b48 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 18
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 0e11df20-d3fb-40d8-887b-274606130642 · outbound
Enhancing Large Language Models through Structured Reasoning Kamfonas
Reference 19
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 ce09a6d2-1c10-486f-8977-3b9c5b045d29 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 20
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 2ddc6934-2996-4644-8192-b9caa4916997 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 21
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 d25a273d-1843-43ea-b0ad-aa5ed971379e · outbound
Enhancing Large Language Models through Structured Reasoning OpenAI o1 System Card
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74e81aca-82fe-4861-93ce-1256b18ed80d · outbound
Enhancing Large Language Models through Structured Reasoning OpenAI o3-mini System Card, 2025
Reference 23
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 bd8cfdd2-5c10-41e6-8470-5e31feaf06e7 · outbound
Enhancing Large Language Models through Structured Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning, 2025
Reference 24
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 ee18b3ca-e463-41fb-85c0-a5cb804f8057 · outbound
Enhancing Large Language Models through Structured Reasoning REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b947135f-db28-45e9-9c50-65f80934aead · outbound
Enhancing Large Language Models through Structured Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 450bebd0-af38-4ece-ac96-ebf204566c01 · outbound
Enhancing Large Language Models through Structured Reasoning Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a228f38-abdb-453c-813b-0609cfd6acc2 · outbound
Enhancing Large Language Models through Structured Reasoning VinePPO: Refining Credit Assignment in RL Training of LLMs
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a258752-cfd3-47a6-b752-3262cb1f8910 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5783c661-6638-4b03-8a33-e79151566a43 · outbound
Enhancing Large Language Models through Structured Reasoning VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f11890d2-60ba-4fc2-a6d2-cc61e8d36991 · outbound
Enhancing Large Language Models through Structured Reasoning One Framework to Rule Them All: Unifying RL-Based and RL-Free Methods in RLHF
Reference 31
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 6db9ae10-fc98-4090-9e01-94de75763b3f · outbound
Enhancing Large Language Models through Structured Reasoning Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c88e462-fd60-4c69-a1e3-02b0b28a2579 · outbound
Enhancing Large Language Models through Structured Reasoning Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d8809d0-986b-4520-857f-b063478862ad · outbound
Enhancing Large Language Models through Structured Reasoning Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a59053e-a471-4bfb-9cfc-3fa46ba07aa9 · outbound
Enhancing Large Language Models through Structured Reasoning On Designing Effective RL Reward at Training Time for LLM Reasoning
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74f90f52-791f-4962-8d4b-90c7da856513 · outbound
Enhancing Large Language Models through Structured Reasoning Process Reinforcement through Implicit Rewards
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06c6b973-ecf5-440d-b602-d3f5675e7b89 · outbound
Enhancing Large Language Models through Structured Reasoning Eureka: Human-Level Reward Design via Coding Large Language Models
Reference 37
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Unavailable: canonical work link unavailable.
Observation 0fca5428-af59-4f06-8a6c-6c79a7adacdc · outbound
Enhancing Large Language Models through Structured Reasoning Bhatnagar, V
Reference 38
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 a2c82dfd-d733-48cb-b46e-6285a0bef2ea · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 39
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 741f4124-1317-421d-94ba-16b3e43ed2f8 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 40
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 bb61469b-4b4a-4d6e-b4f7-79efe45f6504 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 41
Source-reported events for the cited work
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Observation 7d930afc-a71e-465c-beba-a45fb382e36a · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 42
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 cd54baa7-8a84-4b08-b9c9-dd582d1b3480 · outbound
Enhancing Large Language Models through Structured Reasoning Jiang, Y
Reference 43
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 52935426-e368-473d-be2b-6d8194f86bc8 · outbound
Enhancing Large Language Models through Structured Reasoning Burns, S
Reference 44
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 d0d2ef86-90a0-4a74-9a19-bc81abf8b302 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 45
Source-reported events for the cited work
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Observation 82d718cc-6c5f-4272-aead-e7c5395bfe56 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 46
Source-reported events for the cited work
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Observation 2eb33b85-ce74-4da2-85df-d8513434af8e · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 47
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 45ac64bf-6aab-4b9f-9177-b7932d5e8809 · outbound
Enhancing Large Language Models through Structured Reasoning Burns, S
Reference 48
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 7e45a742-9a50-47c9-a132-358acb4a8552 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 49
Source-reported events for the cited work
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Observation ab1aa466-3e66-4fdb-b46c-6562144f801b · outbound
Enhancing Large Language Models through Structured Reasoning Zhang, B
Reference 50
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 04c30372-2334-44c0-b9b4-d7f564a944c6 · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 51
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 b443cde4-46c3-4ff7-b4f1-9662990c261a · outbound
Enhancing Large Language Models through Structured Reasoning Zheng, Z
Reference 52
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 a3735c62-d0c9-4a3a-933a-c44a9144e05b · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 53
Source-reported events for the cited work
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Observation d48f3de8-08d3-4419-88dc-59c89923c2be · outbound
Enhancing Large Language Models through Structured Reasoning Unresolved cited work
Reference 54
Source-reported events for the cited work
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Observation 91fa4bac-688c-460d-90bd-7d91fab31fbe · outbound
Enhancing Large Language Models through Structured Reasoning 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 fb800494-a74d-461f-9917-f2a84e956899 · outbound
Enhancing Large Language Models through Structured Reasoning S1 Structured 500 Completions
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 d94c7e28-c8ed-4985-8239-4986049b9868 · inbound
Dropping Experts, Recombining Neurons: Retraining-Free Pruning for Sparse Mixture-of-Experts LLMs Enhancing Large Language Models through Structured Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.