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Paper Citation Record · LEDGER

VulBERTa: Simplified Source Code Pre-Training for Vulnerability Detection

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2205.12424.

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

pith.paper-citation-record.v1
2205.12424 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 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:01:16.064587Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:12:30.849425Z

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 ebb7797e-a53a-4421-bdc7-2bcb97d9d3c3 · inbound

Mono: Is Your "Clean" Vulnerability Dataset Really Solvable? Exposing and Trapping Undecidable Patches and Beyond cites this paper.

Mono: Is Your "Clean" Vulnerability Dataset Really Solvable? Exposing and Trapping Undecidable Patches and Beyond VulBERTa: Simplified Source Code Pre-Training for Vulnerability Detection

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T11:01:16.064587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:01:16.064587Z digest=sha256:3c4182c228d7dc1124be3121e9c4c45feaf6af508c19c2ce0333e0cc5fb478fb

Observation 32633968-5148-443b-b674-c45ec1fe37cc · inbound

LLMxCPG: Context-Aware Vulnerability Detection Through Code Property Graph-Guided Large Language Models cites this paper.

LLMxCPG: Context-Aware Vulnerability Detection Through Code Property Graph-Guided Large Language Models VulBERTa: Simplified Source Code Pre-Training for Vulnerability Detection

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:12:30.854031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:12:30.611299Z digest=sha256:6a632f29a46d045c83e82b8201faa6ae92facc33d073a6e25f037bc864c561da