# Membership Inference Attack on MIMIR HackerNews Source: [Membership Inference Attack on MIMIR HackerNews]() Collection index: [llms.txt]() Data updated: 2026-04-01T09:03:37.967Z Evaluation of a model's susceptibility to Membership Inference Attacks on the MIMIR HackerNews dataset, specifically reporting True Positive Rate at 1% False Positive Rate (TPR@1%FPR). 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 | Membership Inference Attack | | Dataset (including any stated split) | MIMIR HackerNews | | Metric | TPR@1%FPR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [TPR@1%FPR](): Higher is better; unit: SCALAR. ## Recorded results | Method | TPR@1%FPR | Result date | Report paper | | --- | --- | --- | --- | | ReCaLL | 2 | Not recorded | 69cca6710636e5bf4afcba73 | | ReproMIA | 2 | Not recorded | 69cca6710636e5bf4afcba73 | | ReproMIA | 2 | Not recorded | 69cca6710636e5bf4afcba73 | | ReCaLL | 1.9 | Not recorded | 69cca6710636e5bf4afcba73 | | ReCaLL | 1.8 | Not recorded | 69cca6710636e5bf4afcba73 | | ReproMIA | 1.7 | Not recorded | 69cca6710636e5bf4afcba73 | | ReproMIA | 1.6 | Not recorded | 69cca6710636e5bf4afcba73 | | Ref | 1.5 | Not recorded | 69cca6710636e5bf4afcba73 | | ReCaLL | 1.5 | Not recorded | 69cca6710636e5bf4afcba73 | | Zlib | 1.3 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K% | 1.3 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K%++ | 1.3 | Not recorded | 69cca6710636e5bf4afcba73 | | Ref | 1.2 | Not recorded | 69cca6710636e5bf4afcba73 | | Ref | 1.2 | Not recorded | 69cca6710636e5bf4afcba73 | | Ref | 1.2 | Not recorded | 69cca6710636e5bf4afcba73 | | Ref | 1.2 | Not recorded | 69cca6710636e5bf4afcba73 | | Zlib | 1.2 | Not recorded | 69cca6710636e5bf4afcba73 | | Zlib | 1 | Not recorded | 69cca6710636e5bf4afcba73 | | Zlib | 1 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K%++ | 1 | Not recorded | 69cca6710636e5bf4afcba73 | | Loss | 0.9 | Not recorded | 69cca6710636e5bf4afcba73 | | Zlib | 0.9 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K% | 0.9 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K% | 0.9 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K%++ | 0.9 | Not recorded | 69cca6710636e5bf4afcba73 | | ReproMIA | 0.9 | Not recorded | 69cca6710636e5bf4afcba73 | | Loss | 0.8 | Not recorded | 69cca6710636e5bf4afcba73 | | Loss | 0.8 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K% | 0.8 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K%++ | 0.8 | Not recorded | 69cca6710636e5bf4afcba73 | | ReCaLL | 0.8 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K% | 0.7 | Not recorded | 69cca6710636e5bf4afcba73 | | Loss | 0.6 | Not recorded | 69cca6710636e5bf4afcba73 | | Loss | 0.6 | Not recorded | 69cca6710636e5bf4afcba73 | | Min-K%++ | 0.4 | Not recorded | 69cca6710636e5bf4afcba73 | ### ReCaLL TPR@1%FPR: 2. Result ID: 69ccdf5547f34ce924b6bdc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"6.9B"}. This record does not assert independent reproduction. ### ReproMIA TPR@1%FPR: 2. Result ID: 69ccdf5547f34ce924b6bdca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"1.4B"}. This record does not assert independent reproduction. ### ReproMIA TPR@1%FPR: 2. Result ID: 69ccdf5547f34ce924b6bdcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"6.9B"}. This record does not assert independent reproduction. ### ReCaLL TPR@1%FPR: 1.9. Result ID: 69ccdf5547f34ce924b6bdc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"1.4B"}. This record does not assert independent reproduction. ### ReCaLL TPR@1%FPR: 1.8. Result ID: 69ccdf5547f34ce924b6bdc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"160M"}. This record does not assert independent reproduction. ### ReproMIA TPR@1%FPR: 1.7. Result ID: 69ccdf5547f34ce924b6bdcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"2.8B"}. This record does not assert independent reproduction. ### ReproMIA TPR@1%FPR: 1.6. Result ID: 69ccdf5547f34ce924b6bdcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"12B"}. This record does not assert independent reproduction. ### Ref TPR@1%FPR: 1.5. Result ID: 69ccdf5547f34ce924b6bdb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"160M"}. This record does not assert independent reproduction. ### ReCaLL TPR@1%FPR: 1.5. Result ID: 69ccdf5547f34ce924b6bdc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"2.8B"}. This record does not assert independent reproduction. ### Zlib TPR@1%FPR: 1.3. Result ID: 69ccdf5547f34ce924b6bdb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"6.9B"}. This record does not assert independent reproduction. ### Min-K% TPR@1%FPR: 1.3. Result ID: 69ccdf5547f34ce924b6bdba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"160M"}. This record does not assert independent reproduction. ### Min-K%++ TPR@1%FPR: 1.3. Result ID: 69ccdf5547f34ce924b6bdc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"6.9B"}. This record does not assert independent reproduction. ### Ref TPR@1%FPR: 1.2. Result ID: 69ccdf5547f34ce924b6bdb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"1.4B"}. This record does not assert independent reproduction. ### Ref TPR@1%FPR: 1.2. Result ID: 69ccdf5547f34ce924b6bdb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"2.8B"}. This record does not assert independent reproduction. ### Ref TPR@1%FPR: 1.2. Result ID: 69ccdf5547f34ce924b6bdb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"6.9B"}. This record does not assert independent reproduction. ### Ref TPR@1%FPR: 1.2. Result ID: 69ccdf5547f34ce924b6bdb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"12B"}. This record does not assert independent reproduction. ### Zlib TPR@1%FPR: 1.2. Result ID: 69ccdf5547f34ce924b6bdb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"12B"}. This record does not assert independent reproduction. ### Zlib TPR@1%FPR: 1. Result ID: 69ccdf5547f34ce924b6bdb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"160M"}. This record does not assert independent reproduction. ### Zlib TPR@1%FPR: 1. Result ID: 69ccdf5547f34ce924b6bdb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"2.8B"}. This record does not assert independent reproduction. ### Min-K%++ TPR@1%FPR: 1. Result ID: 69ccdf5547f34ce924b6bdc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"2.8B"}. This record does not assert independent reproduction. ### Loss TPR@1%FPR: 0.9. Result ID: 69ccdf5547f34ce924b6bdab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"160M"}. This record does not assert independent reproduction. ### Zlib TPR@1%FPR: 0.9. Result ID: 69ccdf5547f34ce924b6bdb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"1.4B"}. This record does not assert independent reproduction. ### Min-K% TPR@1%FPR: 0.9. Result ID: 69ccdf5547f34ce924b6bdbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"6.9B"}. This record does not assert independent reproduction. ### Min-K% TPR@1%FPR: 0.9. Result ID: 69ccdf5547f34ce924b6bdbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"12B"}. This record does not assert independent reproduction. ### Min-K%++ TPR@1%FPR: 0.9. Result ID: 69ccdf5547f34ce924b6bdbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"160M"}. This record does not assert independent reproduction. ### ReproMIA TPR@1%FPR: 0.9. Result ID: 69ccdf5547f34ce924b6bdc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"160M"}. This record does not assert independent reproduction. ### Loss TPR@1%FPR: 0.8. Result ID: 69ccdf5547f34ce924b6bdae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"6.9B"}. This record does not assert independent reproduction. ### Loss TPR@1%FPR: 0.8. Result ID: 69ccdf5547f34ce924b6bdaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"12B"}. This record does not assert independent reproduction. ### Min-K% TPR@1%FPR: 0.8. Result ID: 69ccdf5547f34ce924b6bdbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"1.4B"}. This record does not assert independent reproduction. ### Min-K%++ TPR@1%FPR: 0.8. Result ID: 69ccdf5547f34ce924b6bdc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"12B"}. This record does not assert independent reproduction. ### ReCaLL TPR@1%FPR: 0.8. Result ID: 69ccdf5547f34ce924b6bdc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"12B"}. This record does not assert independent reproduction. ### Min-K% TPR@1%FPR: 0.7. Result ID: 69ccdf5547f34ce924b6bdbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"2.8B"}. This record does not assert independent reproduction. ### Loss TPR@1%FPR: 0.6. Result ID: 69ccdf5547f34ce924b6bdac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"1.4B"}. This record does not assert independent reproduction. ### Loss TPR@1%FPR: 0.6. Result ID: 69ccdf5547f34ce924b6bdad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"2.8B"}. This record does not assert independent reproduction. ### Min-K%++ TPR@1%FPR: 0.4. Result ID: 69ccdf5547f34ce924b6bdc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"1.4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.