# Review Classification on Amazon-C v1 (test) Source: [Review Classification on Amazon-C v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:35:59.448Z Evaluation of Review Classification performance on the test split of the Amazon-C v1 dataset, measured using specialized metrics such as Qwerty, Swap, and Remove scores. 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 | Review Classification | | Dataset (including any stated split) | Amazon-C v1 (test) | | Metric | Qwerty Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Qwerty Score](): Higher is better; unit: PERCENT. - [Swap Score](): Higher is better; unit: PERCENT. - [Remove Score](): Higher is better; unit: PERCENT. - [Mixed Score](): Higher is better; unit: PERCENT. - [Aggressive Score](): Higher is better; unit: PERCENT. - [Total Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Qwerty Score | Result date | Report paper | | --- | --- | --- | --- | | EATA | 83.8 | Not recorded | 69e5b30a7d0172140ec7df99 | | Tent | 82.9 | Not recorded | 69e5b30a7d0172140ec7df99 | | ProtoTTA | 82.2 | Not recorded | 69e5b30a7d0172140ec7df99 | | Unadapted | 81.6 | Not recorded | 69e5b30a7d0172140ec7df99 | | SAR | 78.7 | Not recorded | 69e5b30a7d0172140ec7df99 | ### EATA Qwerty Score: 83.8. Result ID: 69e5e56c47f34ce924cc1a98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoLens","Pre-trained on":"Yelp","Adaptation":"Test-time adaptation"}. This record does not assert independent reproduction. ### Tent Qwerty Score: 82.9. Result ID: 69e5e56c47f34ce924cc1a97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoLens","Pre-trained on":"Yelp","Adaptation":"Test-time adaptation"}. This record does not assert independent reproduction. ### ProtoTTA Qwerty Score: 82.2. Result ID: 69e5e56c47f34ce924cc1a99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoLens","Pre-trained on":"Yelp","Adaptation":"Test-time adaptation"}. This record does not assert independent reproduction. ### Unadapted Qwerty Score: 81.6. Result ID: 69e5e56c47f34ce924cc1a95. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ProtoLens","Pre-trained on":"Yelp","Adaptation":"None"}. This record does not assert independent reproduction. ### SAR Qwerty Score: 78.7. Result ID: 69e5e56c47f34ce924cc1a96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoLens","Pre-trained on":"Yelp","Adaptation":"Test-time adaptation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.