Pith. sign in

Paper Citation Record · LEDGER

Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2502.02368.

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

pith.paper-citation-record.v1
2502.02368 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T06:49:07.865706Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T23:37:27.550995Z

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 f88be36a-4416-45ba-8b5f-bf9db798cc6c · inbound

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards cites this paper.

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

Reference 144

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:46:37.159453Z

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.

source=pdf_text observed=2026-05-22T13:45:28.789452Z digest=sha256:f888a4be12e1a1dfe48ba1bea0913660d7a2b30c1530a798125d7d2f7bb446ee

Observation 02da1c6a-f6b6-4ec5-9ef6-70edad89e2c1 · inbound

A Causal Perspective on Measuring, Explaining and Mitigating Smells in LLM-Generated Code cites this paper.

A Causal Perspective on Measuring, Explaining and Mitigating Smells in LLM-Generated Code Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T06:49:07.865706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:49:07.865706Z digest=sha256:d1095eedb86f99ededf14146427606cc9a52c90953a43fbf52e27bbdb30249f4

Observation 6b8e368c-2a4b-4145-9fa1-dd4ef219ea98 · inbound

LLM vs. Human Unit Tests: Fault Detection on Real Python Bugs cites this paper.

LLM vs. Human Unit Tests: Fault Detection on Real Python Bugs Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-02T23:37:27.552567Z

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.

source=pdf_text observed=2026-06-27T18:07:02.131365Z digest=sha256:c281423ddf1058c00bc82c871632f359fc64c24a4be84beed04be1aff9ee27c1