# Text Classification on Enron (ACC, ASR) Source: [Text Classification on Enron (ACC, ASR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:50.230Z Evaluation of models on the Text Classification task using the Enron dataset, measured by ACC and ASR. 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 Classification | | Dataset (including any stated split) | Enron | | Metric | ACC | | 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 - [ACC](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACC | Result date | Report paper | | --- | --- | --- | --- | | Patronus (Adv-Finetune) | 99.36 | Not recorded | 6937ad036cfd488761a4e759 | | No Defense | 99.23 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 99.22 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Finetune) | 99.17 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 99.13 | Not recorded | 6937ad036cfd488761a4e759 | | No Defense | 99.13 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Finetune) | 98.98 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 98.94 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Pretrain) | 98.92 | Not recorded | 6937ad036cfd488761a4e759 | | No Defense | 98.9 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 98.85 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus | 98.81 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus | 98.71 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Pretrain) | 98.65 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Pretrain) | 98.36 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus | 98.15 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus | 98.12 | Not recorded | 6937ad036cfd488761a4e759 | ### Patronus (Adv-Finetune) ACC: 99.36. Result ID: 699706a45698665ec453d5d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"NeuBA"}. This record does not assert independent reproduction. ### No Defense ACC: 99.23. Result ID: 699706a45698665ec453d609. [Reporting paper]() Recorded evaluation configuration: {"Attack":"POR-1","Defense":"w/o Defense"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) ACC: 99.22. Result ID: 699706a45698665ec453d5d8. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"NeuBA"}. This record does not assert independent reproduction. ### Patronus (Adv-Finetune) ACC: 99.17. Result ID: 699706a45698665ec453d5df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-2"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) ACC: 99.13. Result ID: 699706a45698665ec453d5d7. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"Clean"}. This record does not assert independent reproduction. ### No Defense ACC: 99.13. Result ID: 699706a45698665ec453d608. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Clean","Defense":"w/o Defense"}. This record does not assert independent reproduction. ### Patronus (Adv-Finetune) ACC: 98.98. Result ID: 699706a45698665ec453d5dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-1"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) ACC: 98.94. Result ID: 699706a45698665ec453d5de. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"POR-2"}. This record does not assert independent reproduction. ### Patronus (Adv-Pretrain) ACC: 98.92. Result ID: 699706a45698665ec453d5da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"NeuBA"}. This record does not assert independent reproduction. ### No Defense ACC: 98.9. Result ID: 699706a45698665ec453d60c. [Reporting paper]() Recorded evaluation configuration: {"Attack":"POR-2","Defense":"w/o Defense"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) ACC: 98.85. Result ID: 699706a45698665ec453d5db. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"POR-1"}. This record does not assert independent reproduction. ### Patronus ACC: 98.81. Result ID: 699706a45698665ec453d60d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-2","Defense":"Adv-Finetune"}. This record does not assert independent reproduction. ### Patronus ACC: 98.71. Result ID: 699706a45698665ec453d60a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-1","Defense":"Adv-Finetune"}. This record does not assert independent reproduction. ### Patronus (Adv-Pretrain) ACC: 98.65. Result ID: 699706a45698665ec453d5e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-2"}. This record does not assert independent reproduction. ### Patronus (Adv-Pretrain) ACC: 98.36. Result ID: 699706a45698665ec453d5dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-1"}. This record does not assert independent reproduction. ### Patronus ACC: 98.15. Result ID: 699706a45698665ec453d60e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-2","Defense":"Adv-Pretrain"}. This record does not assert independent reproduction. ### Patronus ACC: 98.12. Result ID: 699706a45698665ec453d60b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-1","Defense":"Adv-Pretrain"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.