# Text Anonymization on DB-Bio Source: [Text Anonymization on DB-Bio]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:58.950Z Evaluation of Text Anonymization performance on the DB-Bio dataset, measured by Privacy Score and Utility Score. 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 | Text Anonymization | | Dataset (including any stated split) | DB-Bio | | Metric | Privacy Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Privacy Score](): Higher is better; unit: PERCENT. - [Utility Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Privacy Score | Result date | Report paper | | --- | --- | --- | --- | | AF | 78 | Not recorded | 699e81ed6017c4460ffacdaf | | Optimized Prompt | 77.6 | Not recorded | 699e81ed6017c4460ffacdaf | | RUPTA | 74 | Not recorded | 699e81ed6017c4460ffacdaf | | Seed Prompt | 67.6 | Not recorded | 699e81ed6017c4460ffacdaf | | Optimized Prompt | 65.5 | Not recorded | 699e81ed6017c4460ffacdaf | | Qwen3-30B-A3B (Optimized) | 65.5 | Not recorded | 699e81ed6017c4460ffacdaf | | Seed Prompt | 64 | Not recorded | 699e81ed6017c4460ffacdaf | | Prompt | 63.6 | Not recorded | 699e81ed6017c4460ffacdaf | | Optimized Prompt | 61.2 | Not recorded | 699e81ed6017c4460ffacdaf | | AF | 59.7 | Not recorded | 699e81ed6017c4460ffacdaf | | AF | 59.1 | Not recorded | 699e81ed6017c4460ffacdaf | | Task-Specific Prompt | 58.8 | Not recorded | 699e81ed6017c4460ffacdaf | | AF | 58.8 | Not recorded | 699e81ed6017c4460ffacdaf | | OpenPII | 57.6 | Not recorded | 699e81ed6017c4460ffacdaf | | Seed Prompt | 54.5 | Not recorded | 699e81ed6017c4460ffacdaf | | Task-Specific Prompt | 53.2 | Not recorded | 699e81ed6017c4460ffacdaf | | Task-Specific Prompt | 47.1 | Not recorded | 699e81ed6017c4460ffacdaf | ### AF Privacy Score: 78. Result ID: 699eb69e5698665ec4851f93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction. ### Optimized Prompt Privacy Score: 77.6. Result ID: 699eb69e5698665ec4851f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-27b-it"}. This record does not assert independent reproduction. ### RUPTA Privacy Score: 74. Result ID: 699eb69e5698665ec4851f92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction. ### Seed Prompt Privacy Score: 67.6. Result ID: 699eb69e5698665ec4851f5b. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-27b-it"}. This record does not assert independent reproduction. ### Optimized Prompt Privacy Score: 65.5. Result ID: 699eb69e5698665ec4851f60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B (Optimized) Privacy Score: 65.5. Result ID: 699eb69e5698665ec4851f95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B","Status":"Optimized"}. This record does not assert independent reproduction. ### Seed Prompt Privacy Score: 64. Result ID: 699eb69e5698665ec4851f5f. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### Prompt Privacy Score: 63.6. Result ID: 699eb69e5698665ec4851f94. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction. ### Optimized Prompt Privacy Score: 61.2. Result ID: 699eb69e5698665ec4851f58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Mistral-Small-3.2-24B"}. This record does not assert independent reproduction. ### AF Privacy Score: 59.7. Result ID: 699eb69e5698665ec4851f55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Mistral-Small-3.2-24B"}. This record does not assert independent reproduction. ### AF Privacy Score: 59.1. Result ID: 699eb69e5698665ec4851f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-27b-it"}. This record does not assert independent reproduction. ### Task-Specific Prompt Privacy Score: 58.8. Result ID: 699eb69e5698665ec4851f56. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Mistral-Small-3.2-24B"}. This record does not assert independent reproduction. ### AF Privacy Score: 58.8. Result ID: 699eb69e5698665ec4851f5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### OpenPII Privacy Score: 57.6. Result ID: 699eb69e5698665ec4851f91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Seed Prompt Privacy Score: 54.5. Result ID: 699eb69e5698665ec4851f57. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Mistral-Small-3.2-24B"}. This record does not assert independent reproduction. ### Task-Specific Prompt Privacy Score: 53.2. Result ID: 699eb69e5698665ec4851f5e. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### Task-Specific Prompt Privacy Score: 47.1. Result ID: 699eb69e5698665ec4851f5a. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-27b-it"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.