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Paper Citation Record · LEDGER

An Empirical Study on the Usage of BERT Models for Code Completion

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2103.07115.

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

pith.paper-citation-record.v1
2103.07115 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 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:03:49.584362Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T15:30:11.164493Z

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 17f7f866-7732-4a00-9012-dbbf02b1b9e3 · inbound

Towards a Science of Causal Interpretability in Deep Learning for Software Engineering cites this paper.

Towards a Science of Causal Interpretability in Deep Learning for Software Engineering An Empirical Study on the Usage of BERT Models for Code Completion

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-07T15:30:11.245738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-07T15:29:49.502211Z digest=sha256:c063e33b40a1f20769b81699e3c914c6a68cecccd075690ac473e28eb4c3dca2

Observation 98c97690-2798-497f-aad2-cb6fadf76c6f · inbound

The Impact of AI-Generated Solutions on Software Architecture and Productivity: Results from a Survey Study cites this paper.

The Impact of AI-Generated Solutions on Software Architecture and Productivity: Results from a Survey Study An Empirical Study on the Usage of BERT Models for Code Completion

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T19:03:49.584362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:03:49.584362Z digest=sha256:9f420e6cebe4bb07b562ca2bfa14497d63e931a1eb3678a265d702f9bedbcfae