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Paper Citation Record · LEDGER

Improving the Readability of Automatically Generated Tests using Large Language Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.18843.

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

pith.paper-citation-record.v1
2412.18843 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 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:53:18.419223Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T16:22:39.566099Z

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 9f914983-e735-4ae1-aa7e-76f90e23c740 · inbound

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception cites this paper.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Improving the Readability of Automatically Generated Tests using Large Language Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T05:53:18.419223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:53:18.419223Z digest=sha256:1583c5c94a19d6fcdff8a5b217dd268b1c29e3fcf1b881187aeba8936d9a6210

Observation cb882bdc-1b12-49b0-a4e0-edc34c7367f1 · inbound

Probing Privacy Leaks in LLM-based Code Generation via Test Generation cites this paper.

Probing Privacy Leaks in LLM-based Code Generation via Test Generation Improving the Readability of Automatically Generated Tests using Large Language Models

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:22:39.567906Z

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.

source=arxiv_source observed=2026-05-19T16:21:11.506550Z digest=sha256:8c936bdf3491478e3f8da485dece7de6b4691a1670d6c200e7dabdb8201b7de1