Paper Citation Record · LEDGER

Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2404.13340.

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

pith.paper-citation-record.v1
2404.13340 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:58:21.120298Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T08:37:11.574579Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 84e8d582-73e8-49ab-9281-35ed10768ea8 · inbound

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback cites this paper.

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-19T08:37:11.580811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 27e392bd-6d9c-43fc-b7d5-f51147e01cf1 · inbound

Rethinking Verification for LLM Code Generation: From Generation to Testing cites this paper.

Rethinking Verification for LLM Code Generation: From Generation to Testing Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T18:58:21.120298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94f29f9c-56b4-4ba3-8861-6c63c4d4091c · inbound

HyClone: Bridging LLM Understanding and Dynamic Execution for Semantic Code Clone Detection cites this paper.

HyClone: Bridging LLM Understanding and Dynamic Execution for Semantic Code Clone Detection Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T05:41:35.095742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b57733b-3198-454b-89b0-8188e84b0a0d · inbound

Trade Policy and Structural Change cites this paper.

Trade Policy and Structural Change Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T05:42:30.551364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae68aeb3-b38a-45e3-8125-6486bb02546b · inbound

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation cites this paper.

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-14T22:53:14.033218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 70fd33f0-7e7c-42a9-a47b-28801c219b98 · inbound

Enhancing Large Language Models with Retrieval Augmented Generation for Software Testing and Inspection Automation cites this paper.

Enhancing Large Language Models with Retrieval Augmented Generation for Software Testing and Inspection Automation Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-10T10:44:38.002962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 63165519-3557-49cc-a62f-8dd91d183266 · inbound

MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation cites this paper.

MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T04:45:11.001231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e97dca2f-fea2-4ae6-bb99-c3148d2eab12 · inbound

PROGRESS: Property-Guided Regression Search for Semantic Falsification cites this paper.

PROGRESS: Property-Guided Regression Search for Semantic Falsification Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T08:56:26.123848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.