Paper Citation Record · LEDGER

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection

As of 7 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.02001.

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

pith.paper-citation-record.v1
2608.02001 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:59:23.799306Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy0
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 74f8c860-9cec-4b1a-9030-e12919e8c931 · outbound

This paper cites https://github.com/open-webui/open-webui.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection https://github.com/open-webui/open-webui

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.737579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a83edb-52cb-427c-bbce-b973ec1464fc · outbound

This paper cites https://github.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection https://github

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.745361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3db10a9-4a33-430a-9e36-f0a1d9a04338 · outbound

This paper cites InInternational Conference on Learning Representations, volume 2024, 23247–23275.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection InInternational Conference on Learning Representations, volume 2024, 23247–23275

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.753820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c00bc3b4-f4e4-471a-8da8-f73b2b3f26eb · outbound

This paper cites InIn- ternational conference on learning representations, volume 2025, 35735–35758.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection InIn- ternational conference on learning representations, volume 2025, 35735–35758

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.757541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b85453db-0a64-4f0f-98e5-6b66a2f9b14f · outbound

This paper cites InFindings of the Association for Compu- tational Linguistics: ACL 2026, 31390–31405.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection InFindings of the Association for Compu- tational Linguistics: ACL 2026, 31390–31405

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.761428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0049addd-b049-47cf-9033-f47aa6ea3e62 · outbound

This paper cites VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.765035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bb032b8-ff55-4e57-a526-7de1da75958d · outbound

This paper cites https://www.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection https://www

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.769001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4bba677-3a14-4d85-939b-4a315c794c88 · outbound

This paper cites https://qwen.ai/blog?id=qwen3.5.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection https://qwen.ai/blog?id=qwen3.5

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.772700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63137670-e12f-4dad-a8cb-8778a0bdc5a0 · outbound

This paper cites InProceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Com- panion Proceedings, 472–483.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection InProceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Com- panion Proceedings, 472–483

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.780503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fecfbe0-4b3e-418b-b00a-abab4bf6a9fb · outbound

This paper cites Wen, X.-C.; Wang, X.; Chen, Y.; Hu, R.; Lo, D.; and Gao, C.2026.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection Wen, X.-C.; Wang, X.; Chen, Y.; Hu, R.; Lo, D.; and Gao, C.2026

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.784250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d44f15e-28dc-4e72-a8a1-714935beb87b · outbound

This paper cites arXiv preprint arXiv:2606.19348.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection arXiv preprint arXiv:2606.19348

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.787981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72dac9d1-c1d2-483b-bed0-6c7710f3e632 · outbound

This paper cites https: //z.ai/blog/glm-5.2.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection https: //z.ai/blog/glm-5.2

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.795641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5cea68f-dda0-4af7-9142-4fcaa620feb4 · outbound

This paper cites LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.799306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc85066b-a0fd-4c72-af12-8cd9476ba664 · outbound

This paper cites InNeurIPS 2022 Foundation Models for Decision Making Workshop.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection InNeurIPS 2022 Foundation Models for Decision Making Workshop

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.791723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6552effe-f4af-40df-bf61-6c11cca1b32c · outbound

This paper cites Tamberg,K.;andBahsi,H.2025.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection Tamberg,K.;andBahsi,H.2025

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.776973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5d4ab5d-4822-460c-a52a-ae58827849fe · outbound

This paper cites Vulnerability Detection with Code Language Models: How Far Are We?.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection Vulnerability Detection with Code Language Models: How Far Are We?

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.741337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bc2a092-ec91-4651-994d-c97fb7e41a44 · outbound

This paper cites Insert Prompt as Rich Text.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection Insert Prompt as Rich Text

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.749534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04deb685-19f1-4fe4-89e3-5c67a2dc4399 · outbound

This paper cites https: //www.cursor.com/.

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection https: //www.cursor.com/

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-04T16:59:23.732754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.