# Prompt Leakage Attack on FinanceBench Source: [Prompt Leakage Attack on FinanceBench]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:06.168Z Evaluation of model performance against prompt leakage attacks using the FinanceBench dataset, measured by metrics such as ASR500, ASR1000, ASR10000, w/l, and ARPT. 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 | Prompt Leakage Attack | | Dataset (including any stated split) | FinanceBench | | Metric | ASR500 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [ASR500](): Higher is better; unit: PERCENT. - [ASR1000](): Higher is better; unit: PERCENT. - [ASR10000](): Higher is better; unit: PERCENT. - [W/L Ratio](): Higher is better; unit: SCALAR. - [ARPT](): Higher is better; unit: SCALAR. ## Recorded results | Method | ASR500 | Result date | Report paper | | --- | --- | --- | --- | | SFT | 88 | Not recorded | 699e81e66017c4460ffacd1b | | OPTILEAK | 88 | Not recorded | 699e81e66017c4460ffacd1b | | OPTILEAK | 86 | Not recorded | 699e81e66017c4460ffacd1b | | OPTILEAK | 84 | Not recorded | 699e81e66017c4460ffacd1b | | SFT | 78 | Not recorded | 699e81e66017c4460ffacd1b | | SFT | 76 | Not recorded | 699e81e66017c4460ffacd1b | | OPTILEAK | 64 | Not recorded | 699e81e66017c4460ffacd1b | | SFT | 62 | Not recorded | 699e81e66017c4460ffacd1b | | Base | 6 | Not recorded | 699e81e66017c4460ffacd1b | | DPO | 6 | Not recorded | 699e81e66017c4460ffacd1b | | Base | 4 | Not recorded | 699e81e66017c4460ffacd1b | | DPO | 4 | Not recorded | 699e81e66017c4460ffacd1b | | Base | 2 | Not recorded | 699e81e66017c4460ffacd1b | | DPO | 2 | Not recorded | 699e81e66017c4460ffacd1b | | Base | 0 | Not recorded | 699e81e66017c4460ffacd1b | | DPO | 0 | Not recorded | 699e81e66017c4460ffacd1b | ### SFT ASR500: 88. Result ID: 699eb0f25698665ec47e7b53. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-3B-Instruct"}. This record does not assert independent reproduction. ### OPTILEAK ASR500: 88. Result ID: 699eb0f25698665ec47e7b55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-3B-Instruct"}. This record does not assert independent reproduction. ### OPTILEAK ASR500: 86. Result ID: 699eb0f25698665ec47e7b59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B-Instruct"}. This record does not assert independent reproduction. ### OPTILEAK ASR500: 84. Result ID: 699eb0f25698665ec47e7b5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-14B-Instruct"}. This record does not assert independent reproduction. ### SFT ASR500: 78. Result ID: 699eb0f25698665ec47e7b5b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-14B-Instruct"}. This record does not assert independent reproduction. ### SFT ASR500: 76. Result ID: 699eb0f25698665ec47e7b57. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B-Instruct"}. This record does not assert independent reproduction. ### OPTILEAK ASR500: 64. Result ID: 699eb0f25698665ec47e7b61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### SFT ASR500: 62. Result ID: 699eb0f25698665ec47e7b5f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### Base ASR500: 6. Result ID: 699eb0f25698665ec47e7b56. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B-Instruct"}. This record does not assert independent reproduction. ### DPO ASR500: 6. Result ID: 699eb0f25698665ec47e7b58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B-Instruct"}. This record does not assert independent reproduction. ### Base ASR500: 4. Result ID: 699eb0f25698665ec47e7b5a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-14B-Instruct"}. This record does not assert independent reproduction. ### DPO ASR500: 4. Result ID: 699eb0f25698665ec47e7b5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Base ASR500: 2. Result ID: 699eb0f25698665ec47e7b52. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-3B-Instruct"}. This record does not assert independent reproduction. ### DPO ASR500: 2. Result ID: 699eb0f25698665ec47e7b54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-3B-Instruct"}. This record does not assert independent reproduction. ### Base ASR500: 0. Result ID: 699eb0f25698665ec47e7b5e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### DPO ASR500: 0. Result ID: 699eb0f25698665ec47e7b60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.