# Vulnerability Reproduction on CVE-based Vulnerability Dataset Source: [Vulnerability Reproduction on CVE-based Vulnerability Dataset]() Collection index: [llms.txt]() Data updated: 2026-04-07T09:51:16.797Z Evaluation of the model's capability to reproduce vulnerabilities documented in the CVE-based Vulnerability Dataset, measured by success rate (Rs) and time-to-reproduce metrics (μTTE, Rtte). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Vulnerability Reproduction | | Dataset (including any stated split) | CVE-based Vulnerability Dataset | | Metric | Success Rate (Rs) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Success Rate (Rs)](): Higher is better; unit: PERCENT. - [Mean Time To Reproduce (s)](): Lower is better; unit: TIME. - [Relative Time To Reproduce (Rtte)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Success Rate (Rs) | Result date | Report paper | | --- | --- | --- | --- | | AFLGo-CT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFLGo-VT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFLGo-M | 10 | Not recorded | 69d48fd67d0172140ec7465e | | SelectFuzz-CT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | SelectFuzz-VT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFL++ | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFLGo-CT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | SelectFuzz-VT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFLGo-VT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFL++ | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFLGo-VT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | SelectFuzz-VT | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | AFL++ | 10 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 10 | Not recorded | 69d48fd67d0172140ec7465e | | WindRanger | 8 | Not recorded | 69d48fd67d0172140ec7465e | | AFLGo-CT | 6 | Not recorded | 69d48fd67d0172140ec7465e | | AFLGo-VT | 6 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 3 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 2 | Not recorded | 69d48fd67d0172140ec7465e | | LiveFuzz | 1 | Not recorded | 69d48fd67d0172140ec7465e | | WindRanger | 0 | Not recorded | 69d48fd67d0172140ec7465e | ### AFLGo-CT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c66. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2020-36130","Case No.":"1"}. This record does not assert independent reproduction. ### AFLGo-VT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c67. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2020-36130","Case No.":"1"}. This record does not assert independent reproduction. ### AFLGo-M Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c68. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2020-36130","Case No.":"1"}. This record does not assert independent reproduction. ### SelectFuzz-CT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c69. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2020-36130","Case No.":"1"}. This record does not assert independent reproduction. ### SelectFuzz-VT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c6a. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2020-36130","Case No.":"1"}. This record does not assert independent reproduction. ### AFL++ Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c6b. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2020-36130","Case No.":"1"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2020-36130","Case No.":"1"}. This record does not assert independent reproduction. ### AFLGo-CT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c6d. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2023-2908","Case No.":"3"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2023-2908","Case No.":"3"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2023-2908","Case No.":"4"}. This record does not assert independent reproduction. ### SelectFuzz-VT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c74. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2021-3537","Case No.":"12"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2021-3537","Case No.":"12"}. This record does not assert independent reproduction. ### AFLGo-VT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c76. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2021-3517","Case No.":"12"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2021-3517","Case No.":"12"}. This record does not assert independent reproduction. ### AFL++ Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c78. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2021-3518","Case No.":"13"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2021-3518","Case No.":"13"}. This record does not assert independent reproduction. ### AFLGo-VT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c7b. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2021-37616","Case No.":"16"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2021-37616","Case No.":"16"}. This record does not assert independent reproduction. ### SelectFuzz-VT Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c7d. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2021-29457","Case No.":"17"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2021-29457","Case No.":"17"}. This record does not assert independent reproduction. ### AFL++ Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c7f. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2021-3478","Case No.":"21"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 10. Result ID: 69d4d39247f34ce924bd0c80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2021-3478","Case No.":"21"}. This record does not assert independent reproduction. ### WindRanger Success Rate (Rs): 8. Result ID: 69d4d39247f34ce924bd0c6e. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2023-2908","Case No.":"3"}. This record does not assert independent reproduction. ### AFLGo-CT Success Rate (Rs): 6. Result ID: 69d4d39247f34ce924bd0c70. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2023-2908","Case No.":"4"}. This record does not assert independent reproduction. ### AFLGo-VT Success Rate (Rs): 6. Result ID: 69d4d39247f34ce924bd0c73. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2021-3537","Case No.":"12"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 3. Result ID: 69d4d39247f34ce924bd0c81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2021-23215","Case No.":"22"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 2. Result ID: 69d4d39247f34ce924bd0c7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2020-24977","Case No.":"14"}. This record does not assert independent reproduction. ### LiveFuzz Success Rate (Rs): 1. Result ID: 69d4d39247f34ce924bd0c82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CVE No.":"2020-11760","Case No.":"22"}. This record does not assert independent reproduction. ### WindRanger Success Rate (Rs): 0. Result ID: 69d4d39247f34ce924bd0c71. [Reporting paper]() Recorded evaluation configuration: {"CVE No.":"2023-2908","Case No.":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.