Paper Citation Record · LEDGER

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification

As of 21 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2507.03607.

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

pith.paper-citation-record.v1
2507.03607 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:09:57.274670Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T02:07:51.047944Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy13
unresolved2
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b2b8ffb7-a0ee-4920-aa7b-d57ffd72dabd · outbound

This paper cites vulnerability-lookup/VulnTrain.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification vulnerability-lookup/VulnTrain

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.601602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f6f9fc15-44a9-4393-a508-fd1a1be71ba5 · outbound

This paper cites Vulnerability-lookup - an open source tool to support cvd processes.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Vulnerability-lookup - an open source tool to support cvd processes

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.571731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d7401dbf-147e-424c-8087-4bafdceededd · outbound

This paper cites Vulnerability-lookup official website.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Vulnerability-lookup official website

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.552716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a4cee4a-601f-4fa9-9486-985cab7a695c · outbound

This paper cites Ai datasets and vlai model — discourse.ossbase.org.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Ai datasets and vlai model — discourse.ossbase.org

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.510704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2d43647e-8e62-4959-9a38-dce571fd0bf2 · outbound

This paper cites Circl.lu - ai strategy.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Circl.lu - ai strategy

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.490125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a5ada3d8-6802-4e77-8083-a59b6d4ffb19 · outbound

This paper cites Circl/vulnerability-severity-classification-roberta-base · hug- ging face — huggingface.co.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Circl/vulnerability-severity-classification-roberta-base · hug- ging face — huggingface.co

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.472163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation efb8ad88-da38-43c6-989f-87d481a26636 · outbound

This paper cites Recent vulnerabilities - vulnerability-lookup - vulnerability.circl.lu - fkie source.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Recent vulnerabilities - vulnerability-lookup - vulnerability.circl.lu - fkie source

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.453430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 04545e62-b224-4935-9228-733189611aae · outbound

This paper cites Revisiting pre- trained models for Chinese natural language processing.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Revisiting pre- trained models for Chinese natural language processing

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.435980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6b0f2ddc-77a3-4d4c-ac1d-855adcc5814e · outbound

This paper cites Cwe prediction using cve description - the semantic similarity approach.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Cwe prediction using cve description - the semantic similarity approach

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.403185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2d635d6b-0f0a-4080-adbc-affc223d2d84 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:09:57.253757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7ae8c79-de86-49fe-bebb-31d961d6334c · outbound

This paper cites vulnerability-scores (revision 6764823).

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification vulnerability-scores (revision 6764823)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.384315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 22999bfb-c5a9-45ed-b29b-be2f296d2e2e · outbound

This paper cites vulnerability-severity-classification- roberta-base (revision 2100b2d).

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification vulnerability-severity-classification- roberta-base (revision 2100b2d)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.367554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64392b91-fd1e-4d77-9212-a639e34a000f · outbound

This paper cites Cvss-bert: Explainable natural language processing to determine the severity of a computer security vulnerability from its description, 2021.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Cvss-bert: Explainable natural language processing to determine the severity of a computer security vulnerability from its description, 2021

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.352072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 095fde7d-d940-4df8-8638-3939e194b43d · outbound

This paper cites Misp: The design and implementation of a collaborative threat intelligence sharing platform.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Misp: The design and implementation of a collaborative threat intelligence sharing platform

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:09:57.334429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5ffd3002-c341-47d6-9fe7-6de679d77b05 · outbound

This paper cites an unresolved cited work.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Unresolved cited work

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T20:09:57.245163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ba22b7-25b3-47b6-bb78-ccbb8f705f40 · outbound

This paper cites an unresolved cited work.

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification Unresolved cited work

Reference 2024

Resolution: parse uncertain; raw_fallback, observed 2026-08-06T20:09:57.530261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation ab5d9da0-41ba-4928-9600-3d4ea8a1a577 · inbound

Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion cites this paper.

Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T02:07:51.047944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.