Paper Citation Record · LEDGER

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection

As of 22 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2606.10925.

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

pith.paper-citation-record.v1
2606.10925 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T12:22:47.295810Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

14 of 14 outbound references displayed

verified exact2
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3557eb3d-5968-4780-b0e2-40b7d3a0aedf · outbound

This paper cites CWE vulnerabilities,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection CWE vulnerabilities,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a48b6705-f65c-46ec-a55e-c01ada65af49 · outbound

This paper cites C3-vulmap: A dataset for privacy-aware vulnerability detection in healthcare systems,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection C3-vulmap: A dataset for privacy-aware vulnerability detection in healthcare systems,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 828827da-0ff9-42a4-acfd-ab5ada7aa9c9 · outbound

This paper cites DB-CBIL: A DistilBERT-based transformer hybrid model using CNN and BiLSTM for software vulnerability detection,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection DB-CBIL: A DistilBERT-based transformer hybrid model using CNN and BiLSTM for software vulnerability detection,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c8e5d7a-c9a4-4095-8ba3-a0a195fa1d82 · outbound

This paper cites Multi-source cross-domain vulnerability detection based on code pre-trained model,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection Multi-source cross-domain vulnerability detection based on code pre-trained model,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6640ae2-1c97-4879-86fe-45362f73c629 · outbound

This paper cites HLT: A hierarchical vulnerability detection model based on transformer,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection HLT: A hierarchical vulnerability detection model based on transformer,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f153b7ac-1ca9-464a-ac91-5c60beae5b38 · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection BERT: Pre-training of deep bidirectional transformers for language understanding,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92a6dfad-1359-4f8c-8aeb-0a049b3b46c0 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-03T06:57:42.942992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a851bef1-e973-4ed2-b821-1c9da755a5eb · outbound

This paper cites sguard+: Machine learning guided rule-based automated vulnerability repair on smart contracts,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection sguard+: Machine learning guided rule-based automated vulnerability repair on smart contracts,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28d3c9b6-a0f4-4ba8-add4-c8ac3d4bc957 · outbound

This paper cites Software vulnerability analysis and discovery using machine -learning and data-mining techniques: A survey,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection Software vulnerability analysis and discovery using machine -learning and data-mining techniques: A survey,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be909866-b744-4207-952d-f47a7228e725 · outbound

This paper cites A systematic literature review on automated software vulnerability detection using machine learning,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection A systematic literature review on automated software vulnerability detection using machine learning,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5565a6e8-e600-4bb9-ad88-3375449652f1 · outbound

This paper cites Code vulnerability detection based on deep sequence and graph models: A survey,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection Code vulnerability detection based on deep sequence and graph models: A survey,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ed50602-dc71-44e1-80af-8a7cac3936c4 · outbound

This paper cites Vuldtransformer: Source code vulnerability detection via transformer,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection Vuldtransformer: Source code vulnerability detection via transformer,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f66a2a0-8a1c-4b7e-8b7c-83634d191c55 · outbound

This paper cites CVEfixes: Automated collection of vulnerabilities and their fixes from open-source software,.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection CVEfixes: Automated collection of vulnerabilities and their fixes from open-source software,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T12:22:47.295810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2328bbd5-fa93-4781-9bfb-d172febdfb10 · outbound

This paper cites A systematic literature Review for Transformer-based Software Vulnerability detection.

Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection A systematic literature Review for Transformer-based Software Vulnerability detection

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-06-27T14:00:59.873658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.