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Paper Citation Record · LEDGER

Efficiency of turbulence

As of 12 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2508.05686.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.05686 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:58:33.581759Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

62 of 62 outbound references displayed

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  • verified fuzzy28
  • unresolved34
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 35b05480-bb4f-4471-b893-9d44a63932a4 · outbound

This paper cites Claude 4 Sonnet System card.

Efficiency of turbulence Claude 4 Sonnet System card

Reference 1

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 9f273848-4e67-4eb8-973f-737a073cf521 · outbound

This paper cites A” refers to the orginal Qwen3-4B without aditional training. “B.

Efficiency of turbulence A” refers to the orginal Qwen3-4B without aditional training. “B

Reference 2

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation baf5e748-7182-4b8c-a26e-b76e15dd257c · outbound

This paper cites Non-Determinism of "Deterministic" LLM Settings.

Efficiency of turbulence Non-Determinism of "Deterministic" LLM Settings

Reference 3

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Observation d04e1dc8-99c6-4c08-9ee4-1ce628924949 · outbound

This paper cites Program Synthesis with Large Language Models.

Efficiency of turbulence Program Synthesis with Large Language Models

Reference 4

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source=pdf_text observed=2026-08-06T00:58:27.277931Z digest=sha256:cd92a8409e08d5d11a43beaa3e75e90f0c58134a8a88ac1f982d2c6d4d48f769

Observation dfeb4c38-8281-41a9-8b27-7918375ef766 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Efficiency of turbulence Evaluating Large Language Models Trained on Code

Reference 5

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Observation 1abf0551-8591-4b8c-bc1e-181895276473 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Efficiency of turbulence CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 6

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Observation 6aacf5f0-2164-45fa-b796-0bc59b95ef96 · outbound

This paper cites Github copilot, 2021.

Efficiency of turbulence Github copilot, 2021

Reference 7

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ba80dc44-9cc2-49e7-86d7-dbfc041de1b1 · outbound

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

Efficiency of turbulence DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

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Observation 57da5526-4a26-4dbb-8eed-1f45a9385867 · outbound

This paper cites HardTests: Synthesizing High-Quality Test Cases for LLM Coding.

Efficiency of turbulence HardTests: Synthesizing High-Quality Test Cases for LLM Coding

Reference 9

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Observation 4ecd220e-0c4d-4a82-9c23-34a33ae8957f · outbound

This paper cites Measuring Coding Challenge Competence With APPS.

Efficiency of turbulence Measuring Coding Challenge Competence With APPS

Reference 10

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Observation 2d75fbfc-28b4-478c-8a4a-f46636567036 · outbound

This paper cites OpenAI o1 System Card.

Efficiency of turbulence OpenAI o1 System Card

Reference 11

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Observation 1d9b5982-47ca-4887-8963-7558d99d7296 · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 12

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 1b116f00-d32e-4bbd-8ccb-909141fad711 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

Efficiency of turbulence A Survey on Large Language Models for Code Generation

Reference 13

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Observation 191873fc-6e9f-4159-9d04-6e969dbad44a · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 14

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation b82f73b9-385f-4561-80c9-a7bba60212f3 · outbound

This paper cites TACO: Topics in Algorithmic COde generation dataset.

Efficiency of turbulence TACO: Topics in Algorithmic COde generation dataset

Reference 15

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Observation 59b8a576-7e3a-4b74-853f-654811311964 · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 16

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation e536cd46-e12d-4688-af71-4dcb3673c537 · outbound

This paper cites DeepSeek-V3 Technical Report.

Efficiency of turbulence DeepSeek-V3 Technical Report

Reference 17

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Observation 7a99974b-19e2-49c3-a7f1-48d81d265f0a · outbound

This paper cites Liu and L.

Efficiency of turbulence Liu and L

Reference 18

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ba9eba82-17ef-4d24-bc79-9752b4484a38 · outbound

This paper cites RLTF: Reinforcement Learning from Unit Test Feedback.

Efficiency of turbulence RLTF: Reinforcement Learning from Unit Test Feedback

Reference 19

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Observation c4783c4d-9b91-40d1-b317-424793164e81 · outbound

This paper cites rStar-Coder: Scaling Competitive Code Reasoning with a Large-Scale Verified Dataset.

Efficiency of turbulence rStar-Coder: Scaling Competitive Code Reasoning with a Large-Scale Verified Dataset

Reference 20

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Observation eeb2fded-f768-43b8-bbda-6ff00dd6566d · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Efficiency of turbulence Understanding R1-Zero-Like Training: A Critical Perspective

Reference 21

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Observation 744f1e95-ee95-4636-a441-54d308c2b0ba · outbound

This paper cites Openai codex, 2025.

Efficiency of turbulence Openai codex, 2025

Reference 22

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a41bda98-ca63-4fbc-9b71-4b8546b521aa · outbound

This paper cites Schaefer, S.

Efficiency of turbulence Schaefer, S

Reference 23

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation dfeebbd2-958e-463d-b138-aa695653ce2a · outbound

This paper cites Can Language Models Solve Olympiad Programming?.

Efficiency of turbulence Can Language Models Solve Olympiad Programming?

Reference 24

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Observation e519399b-bcb4-4b9c-acfd-5337f0b79127 · outbound

This paper cites Execution-based Code Generation using Deep Reinforcement Learning.

Efficiency of turbulence Execution-based Code Generation using Deep Reinforcement Learning

Reference 25

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Observation b42e23c9-c3bd-43c1-897e-a7e3ec465698 · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 26

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Observation a5436374-222e-4a5a-a3cc-744f25fdeeb9 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Efficiency of turbulence CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 27

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Observation f4784c84-0862-420e-884e-9b6a2b93ca9e · outbound

This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.

Efficiency of turbulence CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Reference 28

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Observation 04ee19d5-cf52-49c3-9201-0fbd4a55cc73 · outbound

This paper cites CodeContests+: High-Quality Test Case Generation for Competitive Programming.

Efficiency of turbulence CodeContests+: High-Quality Test Case Generation for Competitive Programming

Reference 29

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Observation 69837c32-b7fe-40f4-8e0f-8341493cdf20 · outbound

This paper cites MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining.

Efficiency of turbulence MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining

Reference 30

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Observation bb55cf72-a954-47e2-a14c-156547f98294 · outbound

This paper cites Qwen3 Technical Report.

Efficiency of turbulence Qwen3 Technical Report

Reference 31

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Observation 86d25b54-e014-4b53-82c6-d6686249a41f · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Efficiency of turbulence DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 32

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Observation 7df5b372-0cc4-48bb-bd47-4aea8085a9ab · outbound

This paper cites P” and “G.

Efficiency of turbulence P” and “G

Reference 33

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 400532a7-076e-4b9e-8115-6c9e8f6a1adb · outbound

This paper cites - **Explanation:** Analyze the logic of this code, identify the correct solution approach, and estimate its time complexity.

Efficiency of turbulence - **Explanation:** Analyze the logic of this code, identify the correct solution approach, and estimate its time complexity

Reference 34

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raw_fallback, observed 2026-08-06T00:58:40.139947Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 18d7d3b0-3080-4424-815e-75c61b462596 · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 35

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 10a6778c-5abc-41c3-a4d9-15fee92a3ff7 · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-06T00:58:39.717534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 4f638516-8f21-471a-b2bd-58ab95a93846 · outbound

This paper cites - **Explanation:** Based on the time complexity and characteristics of the brute-force algorithms, design a dataset that forces them to time out.

Efficiency of turbulence - **Explanation:** Based on the time complexity and characteristics of the brute-force algorithms, design a dataset that forces them to time out

Reference 37

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raw_fallback, observed 2026-08-06T00:58:39.496728Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation fd58ffbb-cf8f-4aff-b385-64ce0a737f03 · outbound

This paper cites The input data for each case must comply with the problem requirements, and some cases should push the upper/lower limits.

Efficiency of turbulence The input data for each case must comply with the problem requirements, and some cases should push the upper/lower limits

Reference 38

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raw_fallback, observed 2026-08-06T00:58:39.289637Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:30.543776Z digest=sha256:5a5354c5a0cd55a9081baafbe8fca2f8707e7820c41f64a2f193f913694d7040

Observation 935dd85f-62d8-4b37-8532-ebd9e95a218a · outbound

This paper cites - **Prime Factorization Problems:** -* Maximize repeated prime factors: Generate powers of 2.

Efficiency of turbulence - **Prime Factorization Problems:** -* Maximize repeated prime factors: Generate powers of 2

Reference 39

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raw_fallback, observed 2026-08-06T00:58:39.038206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:30.651603Z digest=sha256:8fdaafb9d09e6b3ea3e1344ca8c8c0b10dcc17d0360958ab6c8f68274da68596

Observation d44aa187-2bbe-44c5-9b4c-d936a39c206a · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T00:58:38.782159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:30.746353Z digest=sha256:c9ba9b6289d2996091069f195700aebbcbbde28850a24c9501da44b048f77049

Observation bffc82a8-f3a8-4803-abbf-155564b656e7 · outbound

This paper cites - *Number theory*: Large primes (e.g., 1e9+7), 230 (largest 32-bit power of 2), all-1 arrays (factorization degradation).

Efficiency of turbulence - *Number theory*: Large primes (e.g., 1e9+7), 230 (largest 32-bit power of 2), all-1 arrays (factorization degradation)

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:38.541648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:30.822062Z digest=sha256:872710a75d023e698052ce0e6e32014e145abee97e8ef550256e2ab36b2ccdd7

Observation 2c36e235-b7fc-4404-aac2-6a1f96f380cc · outbound

This paper cites Examples: - *Interval problems*: At 𝑛 = 1𝑒4, O(𝑛2) enumeration requires 5e8 operations (exceeding 1e8 operations/second limits).

Efficiency of turbulence Examples: - *Interval problems*: At 𝑛 = 1𝑒4, O(𝑛2) enumeration requires 5e8 operations (exceeding 1e8 operations/second limits)

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:38.395584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:30.936588Z digest=sha256:f84f93c870db47c634bb4fceff8bb0b4a65bbac73442f0ac7aa8e34b3140640b

Observation c24a743b-455e-4aaa-ab8f-eefc288dcc8b · outbound

This paper cites - *Extreme structures*: Fully overlapping/non-overlapping intervals, chain/star trees, all-identical/all-distinct strings.

Efficiency of turbulence - *Extreme structures*: Fully overlapping/non-overlapping intervals, chain/star trees, all-identical/all-distinct strings

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:38.240027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:31.040378Z digest=sha256:00b069f27653ba384f2a67da787201db7b51770d7b41e3caa100d7ce4612e895

Observation d6a59716-369a-4bf2-bdb4-ffaf0f753bdb · outbound

This paper cites 𝑛=upper limit + chain tree.

Efficiency of turbulence 𝑛=upper limit + chain tree

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:38.124112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:31.124198Z digest=sha256:ca0a999e825645acab4e24aafeb59ae904a72e0ed051196ec2170ebe490f2c43

Observation 315da160-e200-48d2-946e-3bd73e9068e4 · outbound

This paper cites ### Task Description Your task is to analyze error types within the pipeline and provide a corrected ‘generator‘ based on the error information.

Efficiency of turbulence ### Task Description Your task is to analyze error types within the pipeline and provide a corrected ‘generator‘ based on the error information

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:37.556348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:31.408097Z digest=sha256:9b489514cc40a610ac696d83d0cd223b5cafbcc1d2e8f079bbfc826a2c94fcf3

Observation 015b9656-e7c7-46f4-b2c9-8800065ad0ae · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T00:58:37.404149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:31.554734Z digest=sha256:8e931a80bc5baf4063da0a1675220ec59383a2a292c7443a8e50d84727ee95a5

Observation 80c3f722-1359-446d-8dfe-57673830520a · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T00:58:37.241532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:31.617349Z digest=sha256:ac0a1b5e270d96457a874bdefb7234c7409b408fc4c3665d4d20111580c865ca

Observation 1ecc009d-6850-4957-a732-b642e64717c1 · outbound

This paper cites **What caused it?**.

Efficiency of turbulence **What caused it?**

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:36.690100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:31.862314Z digest=sha256:539c1512928328277939a69e944494cb6bf8fa3c0cf33bfaaf68b2df3025f0c4

Observation 5c6699d5-c2d6-4be1-af1b-acb34404c605 · outbound

This paper cites Figure 7| Prompt for Modification Based on Generator Execution Errors.

Efficiency of turbulence Figure 7| Prompt for Modification Based on Generator Execution Errors

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:36.176699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:32.144908Z digest=sha256:4fe1a65b72495c0aeda2c28d5a758b2d1316004c455f57837c1b904b18f5b435

Observation ee37d68f-b946-47d3-81c5-3207579f9484 · outbound

This paper cites **Execute** this ‘generator’ to obtain several inputs.

Efficiency of turbulence **Execute** this ‘generator’ to obtain several inputs

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:37.923884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:32.232472Z digest=sha256:6175d2cad815cf30629a7f2770a4af813fbc2862dd2f426db63daf987e9e886d

Observation b37e7e93-9b2e-4b30-ae02-1947930361eb · outbound

This paper cites If they **produce consistent output**, then consider that input **valid**.

Efficiency of turbulence If they **produce consistent output**, then consider that input **valid**

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:37.731160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:32.290838Z digest=sha256:1836bfe65c88bdb2f8031649052a23bf4edf50ac0117e5541daa842d833868d1

Observation 4b7e8543-56f5-4329-b9d0-fa0f3c543596 · outbound

This paper cites ### Task Description Your task is to analyze error types within the pipeline and provide a corrected ‘generator’ based on the error information.

Efficiency of turbulence ### Task Description Your task is to analyze error types within the pipeline and provide a corrected ‘generator’ based on the error information

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:35.979204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:32.496051Z digest=sha256:6d794a2048c702d9f4a2f92318551db2bc0ce3bdb7d47128d549e5b3a4e79372

Observation 5c872c19-876e-4cc6-a45c-439b9eca4aec · outbound

This paper cites Executing the human-expert-written solution exceeds the time limit.

Efficiency of turbulence Executing the human-expert-written solution exceeds the time limit

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:35.736713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:32.654162Z digest=sha256:ea2d7d1d8f32fde4c97cb99c91ebca023e526f56bcf4788c4f871935ca0d9743

Observation 2230377a-e55e-43cb-84c7-6ec8666655b2 · outbound

This paper cites Executing the human-expert-written solution exceeds the memory limit.

Efficiency of turbulence Executing the human-expert-written solution exceeds the memory limit

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:35.502446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:32.793703Z digest=sha256:c3ee536b6a460f71362c10578b91d5264c7d1302b888f478a448f471d0a6d2e0

Observation 9f904f2d-3633-4ac6-9cb4-28ad7a3ea299 · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T00:58:35.186236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:32.886693Z digest=sha256:d11f9d35e06da716152549895c029f0b14801666239d42726d2a3526b6311190

Observation 96c4c41f-d206-4b2a-8a26-f883bcf4fcd5 · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T00:58:36.992943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:33.039962Z digest=sha256:215549892f80546f44becbd563746dccc96d413600e8e56808c6c99f7e7889aa

Observation 61cceff5-3572-4f6e-ac19-da227a149487 · outbound

This paper cites **What caused it?**.

Efficiency of turbulence **What caused it?**

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:34.809930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:33.168410Z digest=sha256:ef7451ad948f9716b357d50c47adee78802669012b4ca716c27f13278b76b6d5

Observation 5f83a642-3ec1-456f-b06b-09503ffde6e4 · outbound

This paper cites The output of the modified generator code **must** be a list (‘list’), where the elements are test cases (strings).

Efficiency of turbulence The output of the modified generator code **must** be a list (‘list’), where the elements are test cases (strings)

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:36.415379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:33.255900Z digest=sha256:04563937b22ccce083e98b6f3e2791fbd0692431ee6594290bb31a31a908a6ee

Observation 456351e7-4276-4cf5-bee4-115f2837768a · outbound

This paper cites Figure 8| Prompt for Modification Based on Input Execution Errors on Gold Solutions.

Efficiency of turbulence Figure 8| Prompt for Modification Based on Input Execution Errors on Gold Solutions

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:34.555730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:33.338402Z digest=sha256:b25568d47a4ddf7128b266388ad183e7c9e8d46d8be91355e6e5358832b284ff

Observation de7645e5-6259-42fa-8a74-5676dfec17d0 · outbound

This paper cites __main__.

Efficiency of turbulence __main__

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:34.373943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:33.399283Z digest=sha256:066f05958a15ecb638b8690e43baa626a72fdb7f380cae3d4524d50bdc09d836

Observation 0f0bba6b-10de-4da2-8438-addf79fec27c · outbound

This paper cites an unresolved cited work.

Efficiency of turbulence Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-06T00:58:34.222319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:33.498611Z digest=sha256:069dce8a0458ffc0ad24e7bb4f799143f89744d44a880749c9d245b1f04c7e9f

Observation 48156daf-dab8-4f4f-ae44-40bca627d9c1 · outbound

This paper cites 3 1 1 0") else: # fallback: blatantly wrong but concise outs.append(.

Efficiency of turbulence 3 1 1 0") else: # fallback: blatantly wrong but concise outs.append(

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:58:33.974982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T00:58:33.581759Z digest=sha256:56c7d3d41ed34dba080daa6c2ab7b76d842ba22c6658b2217b51b2e190f5c09c

Pith citing papers

No inbound Pith citation observations are available.