Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:12:32.899552Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2505.19788.
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 2026-08-07T14:12:32.899552Z
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 2026-08-06T17:54:18.045957Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T17:07:02.637116Z
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e0a331ee-632e-4cf2-8031-9ab96442c536 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition L1: Controlling how long a reasoning model thinks with reinforcement learning, 2025
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddd539b4-d582-42b0-8b6d-fa05fc24dc37 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Over-reasoning and redundant calculation of large language models, 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 5ca0450c-b7fa-4f02-90a4-905305722bc5 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Training Verifiers to Solve Math Word Problems
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c3ba1ac-fe97-400a-80ac-b8f4957e875f · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31ea014f-89e4-4b4e-b413-d067f1da8bc0 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Open r1: A fully open reproduction of deepseek-r1, January 2025
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c4cd343-ca6c-424b-8e63-767b789ad927 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Reasoning without self-doubt: More efficient chain-of-thought through certainty probing
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa9d6918-4f78-43b7-964c-a872e584770c · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41fe10c7-68af-40d7-b826-769b442c0109 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Training large language model to reason in a continuous latent space, 2025
Reference 8
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 114b0a90-1918-4543-8726-e7fa3f380f87 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Thinkprune: Pruning long chain-of-thought of llms via reinforcement learning, 2025
Reference 9
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 a5133232-c993-4e70-a299-d6dc7c81a23f · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition OpenAI o1 System Card
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 687010e1-7ac8-47e1-bd0f-5f334cd28baf · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Prompt-based length controlled generation with multiple control types, 2024
Reference 11
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 e2cd6815-9900-467b-bc47-033ec3c3883a · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Search-r1: Training llms to reason and leverage search engines with reinforcement learning, 2025
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8207185d-d5cc-4040-924e-3c7d417bd5e0 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition C3ot: Generating shorter chain-of- thought without compromising effectiveness
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04ea7c10-3d59-4c46-bed0-39db2683c62d · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Let's Verify Step by Step
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38d1fcf7-8d8b-4883-afc0-469ec6d993e0 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Cppo: Accelerating the training of group relative policy optimization-based reasoning models.arXiv preprint arXiv:2503.22342, 2025
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 487dccce-b2cc-49ea-868d-67512d1208d6 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Understanding r1-zero-like training: A critical perspective, 2025
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 ed761fd6-d08e-4fa9-8800-0d6c8e05f0a1 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition O1-pruner: Length-harmonizing fine-tuning for o1-like reasoning pruning, 2025
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dc71f4e-537d-4ec9-9a75-9750fda16929 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition American invitational mathematics examination - aime 2024, 2024
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 5aff3b7f-3b72-448e-8b6d-04a9e5ef77a7 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Australian mathematics competition - amc 2023, 2023
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 73599af7-4078-4a6e-a8c9-c4f3e82002c1 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c630499e-8b36-4bb6-86f1-25153b2fc253 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 454f95da-1801-4159-a0b9-23de49abaf15 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfabd07d-9050-4580-9d97-2a0d701801ee · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63d40254-b352-4fb0-ac92-e9a845d282fa · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Hawkeye:efficient reasoning with model collaboration, 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 3d079757-0d25-4482-a15e-0b3ea0ae0dcf · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Efficient reasoning with hidden thinking, 2025
Reference 25
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 700fa3e5-f88c-4f15-9e73-6d070a2c2ef0 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition HybridFlow: A Flexible and Efficient RLHF Framework
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da4e7b12-b227-4777-bb24-9b86673df2df · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d39ce47-01b8-4af2-8c8d-42dc87e8b213 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Token assorted: Mixing latent and text tokens for improved language model reasoning, 2025
Reference 28
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 8a2b7add-7c0e-497a-9db2-f065b2d3e526 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a69fcfd9-dddf-450f-bf1f-10261598e2fc · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Qwen3, April 2025
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dba0e144-e61d-41ff-867b-a5148cb775c1 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Chain-of-thought prompting elicits reasoning in large language models
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 556aeb49-e49f-4ae8-b0ff-967ecb273c6a · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Tokenskip: Controllable chain-of-thought compression in llms.arXiv preprint arXiv:2502.12067, 2024
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53b57f70-e16b-48e7-a8a2-92db9808c3d1 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Dynamic early exit in reasoning models, 2025
Reference 33
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 91dbd108-9885-4658-8acb-18ee4b9865f3 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Towards thinking-optimal scaling of test-time compute for llm reasoning, 2025
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31e79bc6-00a2-4474-9581-e9317db60029 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Dapo: An open-source llm reinforcement learning system at scale, 2025
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05ef553f-674e-448b-8698-506c525bf52c · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Draft & verify: Lossless large language model acceleration via self-speculative decoding
Reference 36
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 ea770e5b-2c02-4cc0-af46-4cf0993d2554 · outbound
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition [split]” between every two consecutive Reasoning Rounds. –- Problem: {question} Solution: {prediction} –- Please give the solution with “[split]
Reference 37
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 8c010de4-3ff6-4ced-8cac-d9585a51b553 · inbound
Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition
Reference 236
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f0be876-e02f-4e36-a750-4c5dbe3c5d05 · inbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition
Reference 27
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.