# Personal Information Privacy Assessment on PIPA Source: [Personal Information Privacy Assessment on PIPA]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:52.500Z Evaluation of model performance on the Personal Information Privacy Assessment task using the PIPA dataset, typically measured by a general 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 | Personal Information Privacy Assessment | | Dataset (including any stated split) | PIPA | | Metric | Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Score | Result date | Report paper | | --- | --- | --- | --- | | PHSA | 71.27 | Not recorded | 695de86653fdd5c361743a1a | | PHSA | 71.22 | Not recorded | 695de86653fdd5c361743a1a | | InfLLM v2 | 71.06 | Not recorded | 695de86653fdd5c361743a1a | | Dense | 70.95 | Not recorded | 695de86653fdd5c361743a1a | | InfLLM v2 | 70.89 | Not recorded | 695de86653fdd5c361743a1a | | Dense | 70.84 | Not recorded | 695de86653fdd5c361743a1a | | PHSA | 70.62 | Not recorded | 695de86653fdd5c361743a1a | | PHSA | 70.62 | Not recorded | 695de86653fdd5c361743a1a | | InfLLM v2 | 69.86 | Not recorded | 695de86653fdd5c361743a1a | | InfLLM v2 | 69.86 | Not recorded | 695de86653fdd5c361743a1a | ### PHSA Score: 71.27. Result ID: 6996a1f15698665ec4eb76ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":"N/A","Training Top-K":4}. This record does not assert independent reproduction. ### PHSA Score: 71.22. Result ID: 6996a1f15698665ec4eb76af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":4,"Training Top-K":4}. This record does not assert independent reproduction. ### InfLLM v2 Score: 71.06. Result ID: 6996a1f15698665ec4eb76ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":"N/A","Training Top-K":2}. This record does not assert independent reproduction. ### Dense Score: 70.95. Result ID: 6996a1f15698665ec4eb76a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":"N/A"}. This record does not assert independent reproduction. ### InfLLM v2 Score: 70.89. Result ID: 6996a1f15698665ec4eb76ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":2,"Training Top-K":2}. This record does not assert independent reproduction. ### Dense Score: 70.84. Result ID: 6996a1f15698665ec4eb76a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":2}. This record does not assert independent reproduction. ### PHSA Score: 70.62. Result ID: 6996a1f15698665ec4eb76aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":"N/A","Training Top-K":2}. This record does not assert independent reproduction. ### PHSA Score: 70.62. Result ID: 6996a1f15698665ec4eb76ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":2,"Training Top-K":2}. This record does not assert independent reproduction. ### InfLLM v2 Score: 69.86. Result ID: 6996a1f15698665ec4eb76b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":"N/A","Training Top-K":4}. This record does not assert independent reproduction. ### InfLLM v2 Score: 69.86. Result ID: 6996a1f15698665ec4eb76b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Tokens":"100B","Inference Top-K":4,"Training Top-K":4}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.