# Spam Detection on YouTube spam detection dataset (train) Source: [Spam Detection on YouTube spam detection dataset (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:00.506Z Evaluation of Spam Detection performance on the training split of the YouTube spam detection dataset, measured by Top-1 accuracy. 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 | Spam Detection | | Dataset (including any stated split) | YouTube spam detection dataset (train) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Alfred | 65.3 | Not recorded | 68fa6f941e209131cea46673 | | Alfred | 57.8 | Not recorded | 68fa6f941e209131cea46673 | | T0++ | 46.8 | Not recorded | 68fa6f941e209131cea46673 | ### Alfred Top-1 Accuracy: 65.3. Result ID: 6990cd4e3a6c314849036391. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Prompted LFs+C","Backbone":"T0++","Contextual calibration":"true","Label Model":"Naive Bayes"}. This record does not assert independent reproduction. ### Alfred Top-1 Accuracy: 57.8. Result ID: 6990cd4e3a6c314849036390. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Prompted LFs","Backbone":"T0++","Label Model":"Naive Bayes"}. This record does not assert independent reproduction. ### T0++ Top-1 Accuracy: 46.8. Result ID: 6990cd4e3a6c31484903638f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Zero Shot","Backbone":"T0++"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.