# Text Classification on Yelp (ACC, ASR) Source: [Text Classification on Yelp (ACC, ASR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:20.165Z Evaluation of Text Classification performance on the Yelp dataset, reporting Accuracy (ACC) and ASR metrics. 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) | Yelp | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [ASR](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Patronus | 65.36 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus | 65.17 | Not recorded | 6937ad036cfd488761a4e759 | | No Defense | 64.88 | Not recorded | 6937ad036cfd488761a4e759 | | No Defense | 64.12 | Not recorded | 6937ad036cfd488761a4e759 | | No Defense | 64.02 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus | 63.29 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus | 63.28 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Finetune) | 0.6559 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Finetune) | 0.6539 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Pretrain) | 0.651 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 0.6488 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 0.6476 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Pretrain) | 0.6452 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 0.642 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Finetune) | 0.6417 | Not recorded | 6937ad036cfd488761a4e759 | | Patronus (Adv-Pretrain) | 0.6398 | Not recorded | 6937ad036cfd488761a4e759 | | Baseline (w/o Defense) | 0.6371 | Not recorded | 6937ad036cfd488761a4e759 | ### Patronus Accuracy: 65.36. Result ID: 699706a45698665ec453d603. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-1","Defense":"Adv-Finetune"}. This record does not assert independent reproduction. ### Patronus Accuracy: 65.17. Result ID: 699706a45698665ec453d606. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-2","Defense":"Adv-Finetune"}. This record does not assert independent reproduction. ### No Defense Accuracy: 64.88. Result ID: 699706a45698665ec453d601. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Clean","Defense":"w/o Defense"}. This record does not assert independent reproduction. ### No Defense Accuracy: 64.12. Result ID: 699706a45698665ec453d602. [Reporting paper]() Recorded evaluation configuration: {"Attack":"POR-1","Defense":"w/o Defense"}. This record does not assert independent reproduction. ### No Defense Accuracy: 64.02. Result ID: 699706a45698665ec453d605. [Reporting paper]() Recorded evaluation configuration: {"Attack":"POR-2","Defense":"w/o Defense"}. This record does not assert independent reproduction. ### Patronus Accuracy: 63.29. Result ID: 699706a45698665ec453d604. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-1","Defense":"Adv-Pretrain"}. This record does not assert independent reproduction. ### Patronus Accuracy: 63.28. Result ID: 699706a45698665ec453d607. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"POR-2","Defense":"Adv-Pretrain"}. This record does not assert independent reproduction. ### Patronus (Adv-Finetune) Accuracy: 0.6559. Result ID: 699706a45698665ec453d5d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-2"}. This record does not assert independent reproduction. ### Patronus (Adv-Finetune) Accuracy: 0.6539. Result ID: 699706a45698665ec453d5cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"NeuBA"}. This record does not assert independent reproduction. ### Patronus (Adv-Pretrain) Accuracy: 0.651. Result ID: 699706a45698665ec453d5d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-2"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) Accuracy: 0.6488. Result ID: 699706a45698665ec453d5cd. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"Clean"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) Accuracy: 0.6476. Result ID: 699706a45698665ec453d5ce. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"NeuBA"}. This record does not assert independent reproduction. ### Patronus (Adv-Pretrain) Accuracy: 0.6452. Result ID: 699706a45698665ec453d5d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"NeuBA"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) Accuracy: 0.642. Result ID: 699706a45698665ec453d5d4. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"POR-2"}. This record does not assert independent reproduction. ### Patronus (Adv-Finetune) Accuracy: 0.6417. Result ID: 699706a45698665ec453d5d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-1"}. This record does not assert independent reproduction. ### Patronus (Adv-Pretrain) Accuracy: 0.6398. Result ID: 699706a45698665ec453d5d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacks":"POR-1"}. This record does not assert independent reproduction. ### Baseline (w/o Defense) Accuracy: 0.6371. Result ID: 699706a45698665ec453d5d1. [Reporting paper]() Recorded evaluation configuration: {"Attacks":"POR-1"}. This record does not assert independent reproduction. Page 1 of 1. 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