Pith. sign in

Paper Citation Record · LEDGER

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition

As of 18 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.

pith.paper-citation-record.v1
2505.19788 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:12:32.899552Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:54:18.045957Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T17:07:02.637116Z

Reference resolution

37 of 37 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e0a331ee-632e-4cf2-8031-9ab96442c536 · outbound

This paper cites L1: Controlling how long a reasoning model thinks with reinforcement learning, 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:29.514995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:29.514995Z digest=sha256:9c51461d92c2cdf32819463eb479b678db132e21b8970b0932d9e042943b27dc

Observation ddd539b4-d582-42b0-8b6d-fa05fc24dc37 · outbound

This paper cites Over-reasoning and redundant calculation of large language models, 2024.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:35.606888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:29.565105Z digest=sha256:1d6db99067292dd8aea86a9381b0879ddbf1fd6ee47b85c2320901562ef2eb62

Observation 5ca0450c-b7fa-4f02-90a4-905305722bc5 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Training Verifiers to Solve Math Word Problems

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:29.641120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:29.641120Z digest=sha256:27247e591444426a7f4116f8affae7438cf6e89c84b4bfcca80bf45892904a4e

Observation 3c3ba1ac-fe97-400a-80ac-b8f4957e875f · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:29.713147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:29.713147Z digest=sha256:3bd931f38a6c594814c2852f7bdbc3fb8d1ad10345c0f97132216f6fcffa5ce1

Observation 31ea014f-89e4-4b4e-b413-d067f1da8bc0 · outbound

This paper cites Open r1: A fully open reproduction of deepseek-r1, January 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:29.801053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:29.801053Z digest=sha256:3c9e455f1bb8986d047a88ebd61c7ef3b7dee276aba1585838c5da6eda7d88a1

Observation 2c4cd343-ca6c-424b-8e63-767b789ad927 · outbound

This paper cites Reasoning without self-doubt: More efficient chain-of-thought through certainty probing.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:29.860202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:29.860202Z digest=sha256:6c75c9221c6f7d188a60efc14a78c2a5ab07defa578c775fd5a80aef4de3c601

Observation aa9d6918-4f78-43b7-964c-a872e584770c · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:29.928158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:29.928158Z digest=sha256:efd72831ef43c79ec57499951a0ca0a0e51476feaf3674899a5a068018fdad55

Observation 41fe10c7-68af-40d7-b826-769b442c0109 · outbound

This paper cites Training large language model to reason in a continuous latent space, 2025.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:35.439917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:29.991394Z digest=sha256:a91ab4fe7a7b47af8aa15e9eef7f7f9681ee17ae31ec68a2cb0613ac9f34ca39

Observation 114b0a90-1918-4543-8726-e7fa3f380f87 · outbound

This paper cites Thinkprune: Pruning long chain-of-thought of llms via reinforcement learning, 2025.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:35.352286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:30.050827Z digest=sha256:25ab0f7d25280be57443fd2eeb8d38c7a683882053eee061669dfcfbc670512a

Observation a5133232-c993-4e70-a299-d6dc7c81a23f · outbound

This paper cites OpenAI o1 System Card.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition OpenAI o1 System Card

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:30.106828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:30.106828Z digest=sha256:29b1e504950cbfe76ae6e01abc20d85b2fc7a31df2c1725dc2fe23451434b998

Observation 687010e1-7ac8-47e1-bd0f-5f334cd28baf · outbound

This paper cites Prompt-based length controlled generation with multiple control types, 2024.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:35.198217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:30.152626Z digest=sha256:ed097e211a2b24ec9d77b05ccc5c58f492e91f9fb0a709a738b11a33d8b0610a

Observation e2cd6815-9900-467b-bc47-033ec3c3883a · outbound

This paper cites Search-r1: Training llms to reason and leverage search engines with reinforcement learning, 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:30.193686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:30.193686Z digest=sha256:ef22162435ae5ecd795b75b7d449530d5301a7a76ad85251e1b9efb4e3829c48

Observation 8207185d-d5cc-4040-924e-3c7d417bd5e0 · outbound

This paper cites C3ot: Generating shorter chain-of- thought without compromising effectiveness.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition C3ot: Generating shorter chain-of- thought without compromising effectiveness

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:30.232422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:30.232422Z digest=sha256:e9cb3667a92de3d27501932729e966fe0785bcc522b28e6dc02fa00c03c45369

Observation 04ea7c10-3d59-4c46-bed0-39db2683c62d · outbound

This paper cites Let's Verify Step by Step.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Let's Verify Step by Step

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:30.292682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:30.292682Z digest=sha256:ad11651ad393e6fcb8cc5a7e7326c603ce23ce00cd10151bd03f22fc53cc5ce0

Observation 38d1fcf7-8d8b-4883-afc0-469ec6d993e0 · outbound

This paper cites Cppo: Accelerating the training of group relative policy optimization-based reasoning models.arXiv preprint arXiv:2503.22342, 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:30.366374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:30.366374Z digest=sha256:354b96a6bebd0c3307e8d4b01a388bc3534342732383d456c2277522cab38c4e

Observation 487dccce-b2cc-49ea-868d-67512d1208d6 · outbound

This paper cites Understanding r1-zero-like training: A critical perspective, 2025.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Understanding r1-zero-like training: A critical perspective, 2025

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:35.035804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:30.475528Z digest=sha256:0bc119939dff50437f1a8f884e534573dd79399e066051d59628db3dd7c2fd70

Observation ed761fd6-d08e-4fa9-8800-0d6c8e05f0a1 · outbound

This paper cites O1-pruner: Length-harmonizing fine-tuning for o1-like reasoning pruning, 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:30.606496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:30.606496Z digest=sha256:b2f780a6d36f8f217a6c4a039a167778b940f7151a11924fd42b3fe060033002

Observation 6dc71f4e-537d-4ec9-9a75-9750fda16929 · outbound

This paper cites American invitational mathematics examination - aime 2024, 2024.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition American invitational mathematics examination - aime 2024, 2024

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:34.882154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:30.735780Z digest=sha256:777104c71c751b091a236c00ca87352663282a95517e32252f91c23ee3719b03

Observation 5aff3b7f-3b72-448e-8b6d-04a9e5ef77a7 · outbound

This paper cites Australian mathematics competition - amc 2023, 2023.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Australian mathematics competition - amc 2023, 2023

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:34.701619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:30.826658Z digest=sha256:2f5764d1b2e3f39cc2caa6a42efa21b5eb32268ff5e2477ec143ad0835485bbe

Observation 73599af7-4078-4a6e-a8c9-c4f3e82002c1 · outbound

This paper cites an unresolved cited work.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:30.964234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:30.964234Z digest=sha256:f419e92e4095f63942aac59c5d4cd142164d10404f5a0036a84a1b562b9840a1

Observation c630499e-8b36-4bb6-86f1-25153b2fc253 · outbound

This paper cites SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:31.069320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:31.069320Z digest=sha256:1155a541fd6c732b4fd9232d952dd5bbc7c96bf12739719455cc97d150ab5a9a

Observation 454f95da-1801-4159-a0b9-23de49abaf15 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:31.103568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:31.103568Z digest=sha256:a395c2e2cb15600eb6db48c5869daac833b14f94287268f1a66460ac5ee1510f

Observation dfabd07d-9050-4580-9d97-2a0d701801ee · outbound

This paper cites an unresolved cited work.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:31.283233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:31.283233Z digest=sha256:7366642ba7d6b6b5260a8c248d66628f9b6ac6e922e8d793dddd2e7c6b9bcccc

Observation 63d40254-b352-4fb0-ac92-e9a845d282fa · outbound

This paper cites Hawkeye:efficient reasoning with model collaboration, 2025.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Hawkeye:efficient reasoning with model collaboration, 2025

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:34.526430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:31.438257Z digest=sha256:f947d8f36c9e11408725e509191c4610a9cb1af0f6b9a4e91889dab57e082677

Observation 3d079757-0d25-4482-a15e-0b3ea0ae0dcf · outbound

This paper cites Efficient reasoning with hidden thinking, 2025.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Efficient reasoning with hidden thinking, 2025

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:34.315171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:31.644247Z digest=sha256:86dbdbb166c3bfa191af7ccbd6cde7ac57c69c7d550ab0d5564f71923083c54c

Observation 700fa3e5-f88c-4f15-9e73-6d070a2c2ef0 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition HybridFlow: A Flexible and Efficient RLHF Framework

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:31.761955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:31.761955Z digest=sha256:e9b5ecdd9d15c70b82d2652ddb2d37d9a92cffc12e76856834e58860ddb64283

Observation da4e7b12-b227-4777-bb24-9b86673df2df · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:31.861612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:31.861612Z digest=sha256:ca8a8d65aca82a1c24c8bd45fc012708f421d180cb5ed7607da681eb825226af

Observation 0d39ce47-01b8-4af2-8c8d-42dc87e8b213 · outbound

This paper cites Token assorted: Mixing latent and text tokens for improved language model reasoning, 2025.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:34.153467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:31.958955Z digest=sha256:a7fce2303a56bac479f3a49283864f1be7fc77dcbda8d635880b0d98c6f9ce30

Observation 8a2b7add-7c0e-497a-9db2-f065b2d3e526 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:32.158941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:32.158941Z digest=sha256:65f09361dda84c3aa71ed8e3e9e70dfc0c40c3346b5cdccc3110559e12c2ff22

Observation a69fcfd9-dddf-450f-bf1f-10261598e2fc · outbound

This paper cites Qwen3, April 2025.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Qwen3, April 2025

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:32.288045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:32.288045Z digest=sha256:ff1ac5e7e9904ab7d8bf1297cbbe3a405a298bdaaa50c3bbc1fa0f305afa0606

Observation dba0e144-e61d-41ff-867b-a5148cb775c1 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:33.960197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:32.377296Z digest=sha256:eb4637844a5bae095728ca18b3ca5a901e8e37925e22b1eed6d5ef5dda03e21f

Observation 556aeb49-e49f-4ae8-b0ff-967ecb273c6a · outbound

This paper cites Tokenskip: Controllable chain-of-thought compression in llms.arXiv preprint arXiv:2502.12067, 2024.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:32.465022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:32.465022Z digest=sha256:d06e4a8ab57e439cd8bc33817065f0c2cf2f381f105e01218166bfc58983f790

Observation 53b57f70-e16b-48e7-a8a2-92db9808c3d1 · outbound

This paper cites Dynamic early exit in reasoning models, 2025.

Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Dynamic early exit in reasoning models, 2025

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:33.757547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:32.541663Z digest=sha256:f2021c428311a00f42e63f2bb54297e70f0532594c2e1b1f658fa8653dfc08ea

Observation 91dbd108-9885-4658-8acb-18ee4b9865f3 · outbound

This paper cites Towards thinking-optimal scaling of test-time compute for llm reasoning, 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:32.643374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:32.643374Z digest=sha256:3c3a68ce8b572521448e92cc507a0e7c815afc0ac243a0b675e1a25279dcddae

Observation 31e79bc6-00a2-4474-9581-e9317db60029 · outbound

This paper cites Dapo: An open-source llm reinforcement learning system at scale, 2025.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:32.708344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:32.708344Z digest=sha256:7638ad7ac19399d0d6523c125dd1854155784a8bc65836b31dc9d9550ff4798e

Observation 05ef553f-674e-448b-8698-506c525bf52c · outbound

This paper cites Draft & verify: Lossless large language model acceleration via self-speculative decoding.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:33.527687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:32.822153Z digest=sha256:626f49fdc322ebcba70bde1a94771d0f45ace6d4c0b812eb473cff4cdb207dbb

Observation ea770e5b-2c02-4cc0-af46-4cf0993d2554 · outbound

This paper cites [split]” between every two consecutive Reasoning Rounds. –- Problem: {question} Solution: {prediction} –- Please give the solution with “[split].

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:12:33.299570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:12:32.899552Z digest=sha256:e20d3f2fc534435209217276072b42fcae898307d998ae09680365030491d986

Pith citing papers

Observation 8c010de4-3ff6-4ced-8cac-d9585a51b553 · 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 Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition

Reference 236

Resolution
unresolved
no resolver link, observed 2026-08-06T17:54:18.045957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:54:18.045957Z digest=sha256:16ecae5a942574761858c18f47af255c6336be56b5370519699cabce8a37b477

Observation 6f0be876-e02f-4e36-a750-4c5dbe3c5d05 · inbound

Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning cites this paper.

Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T17:07:02.699059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:07:02.442534Z digest=sha256:13013d9e1aee2822e4a6f8b6ccbec667e24d920c10e40d08d3ae8ae6d6b44f72