Paper Citation Record · LEDGER

A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2504.21569.

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

pith.paper-citation-record.v1
2504.21569 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:45:37.999251Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T18:50:16.648537Z

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 cd76f639-9f39-450b-a67a-2fea0c3214c9 · inbound

Gradient-Based Model Fingerprinting for LLM Similarity Detection and Family Classification cites this paper.

Gradient-Based Model Fingerprinting for LLM Similarity Detection and Family Classification A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:45:37.999251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cefb741-dab2-4fa3-b600-254db2f6d04e · inbound

The Impact of Fine-tuning Large Language Models on Automated Program Repair cites this paper.

The Impact of Fine-tuning Large Language Models on Automated Program Repair A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.355089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2a6a9cd-365b-4f6f-982c-cfa2f9c3e744 · inbound

Parameter-Efficient Multi-Task Fine-Tuning in Code-Related Tasks cites this paper.

Parameter-Efficient Multi-Task Fine-Tuning in Code-Related Tasks A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T09:01:27.192472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99a2f33d-8e9e-428a-b6c4-df140263790d · inbound

Sustainable Code Generation Using Large Language Models: A Systematic Literature Review cites this paper.

Sustainable Code Generation Using Large Language Models: A Systematic Literature Review A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:50:16.650947Z

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.