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Paper Citation Record · LEDGER

Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2311.04109.

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

pith.paper-citation-record.v1
2311.04109 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 2026-08-07T12:28:30.121969Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T04:13:56.715894Z

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 890b2eba-0996-4ccc-b442-6d0117cf667c · inbound

LPASS: Linear Probes as Stepping Stones for vulnerability detection using compressed LLMs cites this paper.

LPASS: Linear Probes as Stepping Stones for vulnerability detection using compressed LLMs Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T12:28:30.121969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:28:30.121969Z digest=sha256:3602b9092d6c68d0b8b013b677b937a7823cdb72b9922bef53cf4855b2d17ed8

Observation 207a2fec-c3d9-4936-bcbe-5ca7131003aa · inbound

BioDefect: The First Dataset for Defect Detection in Bioinformatics Software cites this paper.

BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-21T04:13:56.717725Z

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=pdf_text observed=2026-05-21T04:11:16.231567Z digest=sha256:c3c0c527ee960a79a9e0936f2ba3eb149f816e0e09ec9b3c01ce81021d62c451