Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T03:07:06.924437Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 4 inbound Pith citation observations for arXiv:2604.24703.
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 2026-05-08T03:07:06.924437Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T04:15:28.983324Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-02T01:16:24.932912Z
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d57a7d5e-d135-4668-a9ef-060a4d4363bd · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e0b30893-280e-48c9-9026-ac2fbd32a4b6 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Program Synthesis with Large Language Models
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b696675f-ac02-41b7-9b36-6177e93f3596 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Brown, Benjamin Mann, Nick Ryder, et al
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 42cf42bf-571e-45c2-b83f-5de79cdaf9c8 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis NLPerturbator: Studying the Robustness of Code LLMs to Natural Language Variations
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 84414a4b-9c18-4ab6-b048-eb00d2b8fb84 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Evaluating Large Language Models Trained on Code
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 42b1a013-332e-4d29-964c-cc408d008fe6 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 20307a8f-6bb5-49d1-8bd6-db9e5c29132e · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ab3c4f7a-d59b-4b85-96b6-f0fca7c84579 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation c328605b-fb4f-4ef5-8254-7beb444bfca7 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation be1b776d-5eec-4ea0-964d-c2bd95049e0c · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7cc92354-e4c2-41ce-b867-4ccd70de6dc0 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7261f562-6e3f-438f-a8e4-513752bc1aed · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, et al
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 3a40d39f-1cf4-47c6-87f8-71d0b0227163 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 0009d40a-5784-48be-9ff4-6a6a88af15e8 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Qwen2.5-Coder Technical Report
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 65aecbdb-2bec-4692-a153-2338d8a450dd · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4b425951-e5eb-4829-89d9-5eb336dd5075 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Automated repair of ambiguous problem descriptions for llm-based code generation,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 66fb0c0f-cf7f-42ba-a0b8-861052a40c34 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 198ab81f-943e-426d-98b9-64b4c293c359 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis When Prompts Go Wrong: Evaluating Code Model Robustness to Ambiguous, Contradictory, and Incomplete Task Descriptions
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a0656451-8f1e-4808-a23f-a201698ae773 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis ACM Trans
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e9cec5d3-0fe5-404e-a0cc-48f4156b5110 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5b0dd6e1-4b21-4614-ae54-72b8f8930637 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4476c9c4-e3e1-4fba-b503-42db211b6fe2 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6c74e30e-2bff-4618-87c9-0cf917b7ce7e · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis StarCoder 2 and The Stack v2: The Next Generation
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 503e258d-1bf7-48cf-8718-f70a3e1676c5 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Lahiri, and Sid- dhartha Sen
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e728304b-51cc-429b-bdd1-070e2a3570ca · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Matthews
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6afee0b5-40d8-41c6-9dce-d781471431d7 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 326edbdb-762f-4a6e-8b74-d3d9496f9991 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2ca8e452-baff-49e3-b456-99fc1ad6ac41 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 0f557631-d571-4694-a884-026e19692152 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 46d4a249-821d-4cdc-bbe3-a369abb73a29 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 85cc2cc0-445a-4df5-8f35-0721e10a55c6 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis The Impact of AI on Developer Productivity: Evidence from GitHub Copilot
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 44537e20-4a6e-41c9-bd61-76205c3df51e · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis A Multi-Language Perspective on the Robustness of LLM Code Generation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 10a62b5d-9430-4198-b65e-b26be492ed74 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7f45209d-3fad-40bf-8d73-e10eb8121799 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Code Llama: Open Foundation Models for Code
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 26f0669a-751e-4a8f-a723-43a3915635be · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e38fa3c6-2e91-4234-a290-78512fc7b7aa · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Exploring the Robustness of Large Language Models for Solving Programming Problems
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 11427511-b106-46e1-bec2-d3c268d1d422 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Saha, and Joanna Santos
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6c6dc3b7-39a5-48c2-aab2-b0f3e38525b0 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis InProceedings of the IEEE International Working Conference on Source Code Analysis and Manipulation (SCAM)
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b9d71154-5bf7-483f-94ee-a84647211ac8 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis 2025.µFiX: Fixing Large Language Models’ Specification Misunderstanding for Better Code Generation
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7dab856a-19c1-45be-a5da-47077a6d3d32 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 113b63b1-d8c1-45e4-9ebc-351389202833 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis 2009.Requirements Engineering - From System Goals to UML Models to Software Specifications
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b2484cae-d64e-44ae-8506-9b40efcf1116 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e45089ff-6489-4862-b69c-a0eee99fbc38 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation c489368c-7c85-4915-a984-4e0680f3a25d · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 27a8b123-b7be-4e3d-a7c2-a565f9847580 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Wu and Fatemeh H
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e46563de-befa-46c9-b95f-df37e175a67a · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 715c9d2f-c098-40c5-bffe-bc5d1fdd6210 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 917050a2-db85-48c7-981d-eee6e8853573 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 3de16972-e9f0-4db8-9a77-aaa53304d2d7 · outbound
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 600e7d5d-35b3-4ccc-aff0-3135ad555c0f · inbound
Agent System Operations: Categorization, Challenges, and Future Directions Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 02a9404e-2b81-41fd-b3e3-eb45f64ef39d · inbound
From Failing to Passing: Evolving Natural Language Prompt Optimization Rules for LLM Code Generation Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 186ee387-bd30-4bca-997c-cf59a64bda0f · inbound
On the risk of coding before testing: An empirical study on LLM-based test generation workflow Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 380c359b-0dcc-40b1-aa4f-1c65b788884a · inbound
AssumptionMiner: Extracting, Tracing, and Revising Implicit Assumptions in LLM Code Generation Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.