Paper Citation Record · LEDGER

Quality Assessment of Python Tests Generated by Large Language Models

As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 2 inbound Pith citation observations for arXiv:2506.14297.

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

pith.paper-citation-record.v1
2506.14297 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:22:57.229784Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T17:37:51.790000Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T20:46:10.824386Z

Reference resolution

42 of 42 outbound references displayed

verified exact5
verified fuzzy3
unresolved28
parse uncertain0
malformed identifier3
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f2ce75d2-4b3d-4acf-8427-82c68f5519f3 · outbound

This paper cites Structured Code Representations Enable Data-Efficient Adaptation of Code Language Models.

Quality Assessment of Python Tests Generated by Large Language Models Structured Code Representations Enable Data-Efficient Adaptation of Code Language Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:23:00.522246Z

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 2baf4883-dc09-4d31-ad66-46f3a5a069e6 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:52.956816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b74754e8-2605-493f-add0-a45212bee263 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T00:23:00.320326Z

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 c992e3e7-edcd-42eb-aa68-d3d4ea0763e0 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-07T00:22:53.383429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a591b136-a682-4b39-8399-501e867fa2c6 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T00:22:57.527939Z

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 3492489c-369f-471f-aa77-e76fca365e09 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Quality Assessment of Python Tests Generated by Large Language Models Evaluating Large Language Models Trained on Code

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:53.528702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c700471-b715-4be9-932c-072a26a67464 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:53.620863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f53d4363-7104-4d7a-be28-8c88d3f2c9e3 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:53.777526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dbac20d-5c75-4c0f-86c4-021eaf678633 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 11

Resolution: verified exact; raw_fallback, observed 2026-08-07T00:22:59.852913Z

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 05025f6e-0f17-4f8f-9cf2-b90afd9365ab · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 12

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T00:22:59.627204Z

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 f0773172-c8a0-4b84-ab6c-cc268ddd6c2d · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:54.000232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f2a4774-4e72-495a-88aa-4d5328114048 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:54.048447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 406b2339-ec23-49fb-ae9d-635d5e903e2f · outbound

This paper cites Santos, Andrew Popovich, Mehdi Mirakhorli, and Mei Nagappan.

Quality Assessment of Python Tests Generated by Large Language Models Santos, Andrew Popovich, Mehdi Mirakhorli, and Mei Nagappan

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:54.117566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 652449a9-dd3d-4787-b770-88486c2f2ec8 · outbound

This paper cites Graham, R.

Quality Assessment of Python Tests Generated by Large Language Models Graham, R

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:23:01.553263Z

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 4d2b26f3-3ec7-4b32-8016-91961208dc66 · outbound

This paper cites 2023.Code Correctness and Quality in the Era of AI Code Generation: Examining ChatGPT and GitHub Copilot.

Quality Assessment of Python Tests Generated by Large Language Models 2023.Code Correctness and Quality in the Era of AI Code Generation: Examining ChatGPT and GitHub Copilot

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:23:01.495272Z

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 714c059f-df9c-4ebc-82a6-8e96fafcbce3 · outbound

This paper cites Khorikov.

Quality Assessment of Python Tests Generated by Large Language Models Khorikov

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:23:01.388956Z

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 30ff293e-bddf-4993-aa49-e27b5f4f3b5f · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:23:01.267075Z

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 733ac602-bcdc-44aa-8cb6-c23bccdb624f · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:54.510354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b5b833e-b19b-4dc0-a875-998f9e59c5a5 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:54.593557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e591b293-72b1-4234-9c51-0df5c84c48a8 · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

Quality Assessment of Python Tests Generated by Large Language Models CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:54.681694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac2fe842-4109-4667-8115-26f6bad1abd4 · outbound

This paper cites Search-based software test data generation using evolutionary computation.

Quality Assessment of Python Tests Generated by Large Language Models Search-based software test data generation using evolutionary computation

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:22:59.126324Z

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 d7e546bd-95d7-4e47-9ef4-c4df30528740 · outbound

This paper cites Marvin, N.

Quality Assessment of Python Tests Generated by Large Language Models Marvin, N

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:54.900003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f82476d-740b-4305-80da-8fb4cd17db78 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:23:01.190255Z

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 2eae1305-74c4-4636-a1fb-1b625e8ab18a · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 27

Resolution: verified exact; raw_fallback, observed 2026-08-07T00:22:58.832867Z

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 11045527-012f-422f-8f98-653f9768ffc2 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:55.412598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45045dd9-da6f-4acb-b9dd-f5b383544d3f · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:55.499037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef0d7043-afe7-4524-90f7-08061ce8e248 · outbound

This paper cites Becker, Arto Hellas, Bailey Kimmel, Garrett Powell, and Juho Leinonen.

Quality Assessment of Python Tests Generated by Large Language Models Becker, Arto Hellas, Bailey Kimmel, Garrett Powell, and Juho Leinonen

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:55.606582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8e185d7-c9ad-4032-97ed-2d9d2b5b99b6 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:55.733894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5459b6b-81ea-482d-94b1-af2126f754a0 · outbound

This paper cites A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications.

Quality Assessment of Python Tests Generated by Large Language Models A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:55.803426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43a2ce56-4b73-4c8c-b842-8b7dc576f190 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:23:01.023171Z

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 8b96de58-5399-4419-ad44-ca45813a2857 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:55.959286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7803329-62f0-4a4b-871e-aff5426195d1 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 35

Resolution: malformed identifier; doi_truncated, observed 2026-08-07T00:22:58.159750Z

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 f630d06a-d59c-4f07-8e21-b1f445bbf636 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 36

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T00:23:00.129940Z

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 a362e75d-eb7b-4d96-a0fe-f4c181f31073 · outbound

This paper cites Unit Test Case Generation with Transformers and Focal Context.

Quality Assessment of Python Tests Generated by Large Language Models Unit Test Case Generation with Transformers and Focal Context

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:56.344629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5f5786d-522c-4a62-917c-d3003a413ac0 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:56.473597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f45fb04c-3f11-425c-ac28-c4f22366833d · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:23:00.923542Z

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 8f52b362-fb2f-43c2-9899-2532c4bca62b · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 40

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T00:22:57.843768Z

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 4a8b768d-a97c-4a77-8ef5-bcbe7c4bc016 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:56.791389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a1f0b84-16fa-41e4-bf57-aae274d446a0 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:23:00.781962Z

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 20852e48-d589-4406-8d08-7d1439c0ea86 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:57.025241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9da3e49d-a12e-44d9-b41c-d7f49378169f · outbound

This paper cites Evaluating the Code Quality of AI-Assisted Code Generation Tools: An Empirical Study on GitHub Copilot, Amazon CodeWhisperer, and ChatGPT.

Quality Assessment of Python Tests Generated by Large Language Models Evaluating the Code Quality of AI-Assisted Code Generation Tools: An Empirical Study on GitHub Copilot, Amazon CodeWhisperer, and ChatGPT

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:57.143131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ddb553-d030-44a7-b15e-9ce263555191 · outbound

This paper cites an unresolved cited work.

Quality Assessment of Python Tests Generated by Large Language Models Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:23:00.629614Z

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.

Pith citing papers

Observation 039d6874-8fbe-4269-9744-543facd57397 · inbound

Can LLMs be Effective Code Contributors? A Study on Open-source Projects cites this paper.

Can LLMs be Effective Code Contributors? A Study on Open-source Projects Quality Assessment of Python Tests Generated by Large Language Models

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:46:10.830944Z

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 a220b4a9-3197-41ba-95b2-36e94fffb31a · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code Quality Assessment of Python Tests Generated by Large Language Models

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:26:04.393629Z

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.