Paper Citation Record · LEDGER

Private GPTs for LLM-driven testing in software development and machine learning

As of 7 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 0 inbound Pith citation observations for arXiv:2506.06509.

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

pith.paper-citation-record.v1
2506.06509 v2

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:58:15.415529Z

measured 5 of 5 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

5 of 5 outbound references displayed

verified exact0
verified fuzzy1
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a3526073-3314-412b-a826-cf528e1b6b33 · outbound

This paper cites Chang, X.

Private GPTs for LLM-driven testing in software development and machine learning Chang, X

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:15.398930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 452f652b-4b97-44c0-8433-23efb5b0d4a3 · outbound

This paper cites Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely.

Private GPTs for LLM-driven testing in software development and machine learning Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:15.403271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b89c2de-bbd9-44d6-bd59-aab63e6ea0a1 · outbound

This paper cites Gherkin reference,.

Private GPTs for LLM-driven testing in software development and machine learning Gherkin reference,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:15.489314Z

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 ac104bd8-89d9-4156-a325-1239037d56b3 · outbound

This paper cites Gradient-based learning applied to document recognition,.

Private GPTs for LLM-driven testing in software development and machine learning Gradient-based learning applied to document recognition,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:15.411401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ab383d0-25c6-46b8-bd8c-94dfda1ed47b · outbound

This paper cites an unresolved cited work.

Private GPTs for LLM-driven testing in software development and machine learning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:15.415529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.