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Paper Citation Record · LEDGER

Data-efficient LLM Fine-tuning for Code Generation

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2504.12687.

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

pith.paper-citation-record.v1
2504.12687 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:36:26.513190Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T17:21:11.100740Z

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 edcf25bf-0b2b-4cbd-88ff-bf72955a8efc · inbound

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection cites this paper.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Data-efficient LLM Fine-tuning for Code Generation

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T20:36:26.513190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:36:26.513190Z digest=sha256:efb5748b565aed2dd058a5bada4e13aa3ae518c9eb20604103f55289994a6ad8

Observation 75585882-f0ac-4137-a161-9f10178aa14c · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code Data-efficient LLM Fine-tuning for Code Generation

Reference 82

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:21:11.105630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-08T17:37:51.790000Z digest=sha256:84135d0ac4d9913ac857ad8f1df6ef2fa4f90564c0c781ca4ed2b234e17a8d6e