Paper Citation Record · LEDGER

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization

As of 21 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2505.05584.

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

pith.paper-citation-record.v1
2505.05584 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:06:49.317664Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:21:02.235827Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

37 of 37 outbound references displayed

verified exact2
verified fuzzy3
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation e15f545b-86ec-47ab-84bd-12c2514c3fa3 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.992340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation acb35407-4b2e-4dba-a9d1-fe43e32c5569 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.180800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8254fd7-42d7-4935-9a7b-b6665360f282 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Evaluating Large Language Models Trained on Code

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.184854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 307c8d3b-7cd8-4424-9527-27503bd83bfc · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.981947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5f41e1d9-1de6-4e0e-89ab-d85566e5a7de · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.971428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 174605ea-1f5c-4ac1-803c-b90968cde9ac · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.196912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3710b54a-9c17-4d07-84b8-e286210d6e0c · outbound

This paper cites Automated Test-Case Generation for Solidity Smart Contracts: the AGSolT Approach and its Evaluation.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Automated Test-Case Generation for Solidity Smart Contracts: the AGSolT Approach and its Evaluation

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-15T23:06:49.611264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4f4a99a0-ea70-4d1e-b652-8c7b86808252 · outbound

This paper cites Leveraging Propagated Infection to Crossfire Mutants.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Leveraging Propagated Infection to Crossfire Mutants

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-15T23:06:49.594857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f2a46410-4d5d-43b8-81d5-4d553a53dd6a · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.960849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3fa74bd5-10a1-41b9-b4b5-6ab2b7d88f4e · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.950632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fdbce74b-c109-4e11-ba84-385c296ca393 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.940936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f710509a-80a3-4b78-bc90-e21c02baa09f · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.920624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fca4d888-d849-4c0c-9d2b-9a3dad445ace · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.909488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fca70338-65f2-4ab3-8755-b58d9a3c11da · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.898307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f1f5784f-ca12-454e-8eea-659282716051 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.888081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 827eb60b-5b6f-4089-b91c-97af06a82d5f · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.877447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 413f2aa3-82d7-47d9-ad04-3288ef50af60 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.866581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c7ebfb74-26fb-4287-b081-067715d34ca5 · outbound

This paper cites 2018.Improving mutation testing with dom- inator mutants.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization 2018.Improving mutation testing with dom- inator mutants

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.854105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4ee1fd85-c28b-4e01-a718-8b16c60c1ac2 · outbound

This paper cites LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.251551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcc35b33-ea2c-4249-88e0-0b9f8ad411e5 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.842819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c8c7c1e1-1a4c-492d-a0ce-9c1f388ee691 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.831948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7f33e307-c714-4b74-aeb5-6b46154ef7f7 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.820809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0d691dd1-a13d-4e96-b25e-911b01061514 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.809456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 343938b9-94c6-475d-a620-ffa25c7af4eb · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.270770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d381c4a-5602-4341-a0a4-104ff78500eb · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.275161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e76d82c2-194a-43f6-99a3-500745e9da8b · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.781840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cb453616-ee5c-481a-b496-3a323d895652 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.287939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beb216bc-e69c-47fb-b37c-26574bf8455b · outbound

This paper cites LLMorpheus: Mutation Testing using Large Language Models.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization LLMorpheus: Mutation Testing using Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.291630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93cb2ac8-690b-46ac-ab01-ac0793e1a1f7 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.296123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation effb92d2-3a19-4257-a3d0-6598d795acba · outbound

This paper cites No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.299735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a9dec6d-dc12-4d9c-b38f-a4b02599ac93 · outbound

This paper cites Repairing Bugs in Python Assignments Using Large Language Models.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Repairing Bugs in Python Assignments Using Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.303412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5c69030-1795-458b-beac-8691cc2b34ee · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.764641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a5434cc7-962a-40c8-b093-388631dc4aec · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.310407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97e8ed62-a968-4a05-ae6f-916b6f97bebc · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.746280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 54322e70-dfd0-481e-9354-3f622b0e855d · outbound

This paper cites IEEE Transactions on Software Engineering44 (2018), 122–158.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization IEEE Transactions on Software Engineering44 (2018), 122–158

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.792861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6ada3b3d-ecd7-4aeb-9d9f-6f831e0febb0 · outbound

This paper cites Proceedings of the ACM on Software Engineering 1, FSE (2024), 1471–1493.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Proceedings of the ACM on Software Engineering 1, FSE (2024), 1471–1493

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.930953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f28f5714-3b7f-4b22-a11e-63b4bdb03fd8 · outbound

This paper cites an unresolved cited work.

PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization Unresolved cited work

Reference 2106

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T23:06:49.415405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 71f4ec19-15cb-41bf-8d37-18972a58d7f0 · inbound

YATE: The Role of Test Repair in LLM-Based Unit Test Generation cites this paper.

YATE: The Role of Test Repair in LLM-Based Unit Test Generation PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T18:21:02.235827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f36ebf9b-cb33-4b95-836d-1b3c91964f7e · inbound

How well LLM-based test generation techniques perform with newer LLM versions? cites this paper.

How well LLM-based test generation techniques perform with newer LLM versions? PRIMG : Efficient LLM-driven Test Generation Using Mutant Prioritization

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-03T10:39:31.369817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.