Paper Citation Record · LEDGER

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks?

As of 13 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2605.26548.

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

pith.paper-citation-record.v1
2605.26548 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:10:41.870343Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

24 of 24 outbound references displayed

verified exact0
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6cd2488a-f694-4ced-898c-f6f4d4c8cbf8 · outbound

This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.062654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57c6980f-9f27-46d7-b3e5-6fb1eb5cb49b · outbound

This paper cites not on target page.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? not on target page

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:41.870343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bedb53be-0590-4fac-ab8d-c6e1fd5599ad · outbound

This paper cites an unresolved cited work.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.332264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b050198-709c-47a4-aef4-f42089960311 · outbound

This paper cites Haoyu Li, Xijia Che, Yanhao Wang, Xiaojing Liao, and Luyi Xing.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Haoyu Li, Xijia Che, Yanhao Wang, Xiaojing Liao, and Luyi Xing

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.556798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ecd2d0d-a224-486d-a18a-db12c78eb25f · outbound

This paper cites A Dual-Loop Agent Framework for Automated Vulnerability Reproduction.arXiv preprint arXiv:2602.05721,.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? A Dual-Loop Agent Framework for Automated Vulnerability Reproduction.arXiv preprint arXiv:2602.05721,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.720845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5277e74-807e-4536-a468-587eb7e192b3 · outbound

This paper cites Automated Vulnerability Validation and Verification: A Large Language Model Approach.arXiv preprint arXiv:2509.24037,.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Automated Vulnerability Validation and Verification: A Large Language Model Approach.arXiv preprint arXiv:2509.24037,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.806055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a148fe4-ec80-4b6a-9cba-682de91936f7 · outbound

This paper cites ARVO: Atlas of Reproducible Vulnerabilities for Open-Source Software.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? ARVO: Atlas of Reproducible Vulnerabilities for Open-Source Software

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.908889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97b4a4f-fc81-439c-b441-46569dc84bd0 · outbound

This paper cites Codex Security.https://help.openai.com/articles/20001107, 2026a.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Codex Security.https://help.openai.com/articles/20001107, 2026a

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.144901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8314cb41-31ea-4907-946f-eb1ec8b816b6 · outbound

This paper cites Patch-to-PoC: A Systematic Study of Agentic LLM Systems for Linux Kernel N-Day Reproduction.arXiv preprint arXiv:2602.07287,.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Patch-to-PoC: A Systematic Study of Agentic LLM Systems for Linux Kernel N-Day Reproduction.arXiv preprint arXiv:2602.07287,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.242592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca79777c-087b-4274-9059-94f8acdc096b · outbound

This paper cites To Err is Machine: Vulnerability Detection Challenges LLM Reasoning.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? To Err is Machine: Vulnerability Detection Challenges LLM Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.467725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dbca145-14d2-462f-976e-139eadd99315 · outbound

This paper cites From Naptime to Big Sleep: Using Large Language Models To Catch Vulnerabilities In Real-World Code.https://googleprojectzero.blogspot.com/2024/ 10/from-naptime-to-big-sleep.html,.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? From Naptime to Big Sleep: Using Large Language Models To Catch Vulnerabilities In Real-World Code.https://googleprojectzero.blogspot.com/2024/ 10/from-naptime-to-big-sleep.html,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.602706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d49d6713-073a-4bee-8f1a-bf369c216c04 · outbound

This paper cites Coskun, and Gianluca Stringhini.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Coskun, and Gianluca Stringhini

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.822958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11ee100e-dcd4-4f1c-8d52-2f76fa6c5f7f · outbound

This paper cites From CVE Entries to Verifiable Exploits: An Automated Multi-Agent Framework for Reproducing CVEs.arXiv preprint arXiv:2509.01835,.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? From CVE Entries to Verifiable Exploits: An Automated Multi-Agent Framework for Reproducing CVEs.arXiv preprint arXiv:2509.01835,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.977062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6040990-466e-48c2-9882-f4293c255258 · outbound

This paper cites Zichao Wei, Jun Zeng, Ming Wen, Zeliang Yu, Kai Cheng, Yiding Zhu, Jingyi Guo, Shiqi Zhou, Le Yin, Xiaodong Su, and Zhechao Ma.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Zichao Wei, Jun Zeng, Ming Wen, Zeliang Yu, Kai Cheng, Yiding Zhu, Jingyi Guo, Shiqi Zhou, Le Yin, Xiaodong Su, and Zhechao Ma

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:41.130975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4101701b-1883-46c1-ab19-33749dc1f3b6 · outbound

This paper cites Why Is CSP Failing? Trends and Challenges in CSP Adoption.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Why Is CSP Failing? Trends and Challenges in CSP Adoption

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:41.278384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8877253a-ba49-450b-be39-ee7688061346 · outbound

This paper cites ProgramBench: Can Language Models Rebuild Programs From Scratch?.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? ProgramBench: Can Language Models Rebuild Programs From Scratch?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:41.424053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5df73039-f2a9-4449-9229-9451da11a600 · outbound

This paper cites Bhatia, Vikram Sivashankar, Yuxuan Bao, Dawn Song, Dan Boneh, Daniel Ho, and Percy Liang.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Bhatia, Vikram Sivashankar, Yuxuan Bao, Dawn Song, Dan Boneh, Daniel Ho, and Percy Liang

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:41.589836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11cfe1db-ee4d-4bb6-ac90-edee42727ef3 · outbound

This paper cites A Systematic Study on Generating Web Vulnerability Proof-of-Concepts Using Large Language Models.arXiv preprint arXiv:2510.10148,.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? A Systematic Study on Generating Web Vulnerability Proof-of-Concepts Using Large Language Models.arXiv preprint arXiv:2510.10148,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:41.698626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a058625f-3062-4926-af18-8be7bda83573 · outbound

This paper cites AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:41.788247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f986cd1-df99-4d0d-b9d3-14d0fac539bd · outbound

This paper cites FaultLine: Automated Proof-of-Vulnerability Generation Using LLM Agents.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? FaultLine: Automated Proof-of-Vulnerability Generation Using LLM Agents

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.014171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94eda813-e819-4078-9c09-76ab404abcdb · outbound

This paper cites ZeroDayBench: Evalu- ating LLM Agents on Unseen Zero-Day Vulnerabilities for Cyberdefense.arXiv preprint arXiv:2603.02297,.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? ZeroDayBench: Evalu- ating LLM Agents on Unseen Zero-Day Vulnerabilities for Cyberdefense.arXiv preprint arXiv:2603.02297,

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.440957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dfba7bd-f1fb-4ba8-ba56-651694406fa0 · outbound

This paper cites PoCGen: Generating Proof-of-Concept Exploits for Vulnerabilities in Npm Packages.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? PoCGen: Generating Proof-of-Concept Exploits for Vulnerabilities in Npm Packages

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:40.346309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41e5fc11-617f-4f8b-b02b-316fb5fafc8a · outbound

This paper cites Context Length Alone Hurts LLM Performance Despite Perfect Retrieval.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Context Length Alone Hurts LLM Performance Despite Perfect Retrieval

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:39.179091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7d3e999-f2db-44ae-b16f-49e938e61a34 · outbound

This paper cites Introducing Claude Opus 4.6.

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks? Introducing Claude Opus 4.6

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T13:10:38.958167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.