# Generalized Zero-Shot Learning on aPaY Source: [Generalized Zero-Shot Learning on aPaY]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:54.965Z Evaluation of Generalized Zero-Shot Learning performance on the aPaY dataset, measured using Unseen Accuracy, Seen Accuracy, and Harmonic Mean. 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 | Generalized Zero-Shot Learning | | Dataset (including any stated split) | aPaY | | Metric | Unseen Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Unseen Top-1 Acc](): Higher is better; unit: PERCENT. - [Seen Top-1 Acc](): Higher is better; unit: PERCENT. - [Harmonic Mean](): Higher is better; unit: PERCENT. ## Recorded results | Method | Unseen Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | LisGAN | 34.3 | Not recorded | 68fa65a21e209131cea0b6fd | | f-CLSWGAN | 32.9 | Not recorded | 68fa65a21e209131cea0b6fd | | GAZSL | 14.2 | Not recorded | 68fa65a21e209131cea0b6fd | | DEM | 11.1 | Not recorded | 68fa65a21e209131cea0b6fd | | SYNC | 7.4 | Not recorded | 68fa65a21e209131cea0b6fd | | DeViSE | 4.9 | Not recorded | 68fa65a21e209131cea0b6fd | | DAP | 4.8 | Not recorded | 68fa65a21e209131cea0b6fd | | ALE | 4.6 | Not recorded | 68fa65a21e209131cea0b6fd | | SJE | 3.7 | Not recorded | 68fa65a21e209131cea0b6fd | | ESZSL | 2.4 | Not recorded | 68fa65a21e209131cea0b6fd | | SAE | 0.4 | Not recorded | 68fa65a21e209131cea0b6fd | | SSE | 0.2 | Not recorded | 68fa65a21e209131cea0b6fd | | CONSE | 0 | Not recorded | 68fa65a21e209131cea0b6fd | ### LisGAN Unseen Top-1 Acc: 34.3. Result ID: 698cbc448b517eb4331c5f8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### f-CLSWGAN Unseen Top-1 Acc: 32.9. Result ID: 698cbc448b517eb4331c5f8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAZSL Unseen Top-1 Acc: 14.2. Result ID: 698cbc448b517eb4331c5f89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DEM Unseen Top-1 Acc: 11.1. Result ID: 698cbc448b517eb4331c5f88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SYNC Unseen Top-1 Acc: 7.4. Result ID: 698cbc448b517eb4331c5f86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeViSE Unseen Top-1 Acc: 4.9. Result ID: 698cbc448b517eb4331c5f82. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAP Unseen Top-1 Acc: 4.8. Result ID: 698cbc448b517eb4331c5f7f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ALE Unseen Top-1 Acc: 4.6. Result ID: 698cbc448b517eb4331c5f85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SJE Unseen Top-1 Acc: 3.7. Result ID: 698cbc448b517eb4331c5f83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ESZSL Unseen Top-1 Acc: 2.4. Result ID: 698cbc448b517eb4331c5f84. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAE Unseen Top-1 Acc: 0.4. Result ID: 698cbc448b517eb4331c5f87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSE Unseen Top-1 Acc: 0.2. Result ID: 698cbc448b517eb4331c5f81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CONSE Unseen Top-1 Acc: 0. Result ID: 698cbc448b517eb4331c5f80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.