# Text Classification on AG News (Training and Proof Time) Source: [Text Classification on AG News (Training and Proof Time)]() Collection index: [llms.txt]() Data updated: 2026-04-27T06:29:26.227Z Evaluation of Text Classification performance on the AG News dataset, focusing on system runtime metrics including training time, proof generation time, and proof verification time. 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) | AG News | | Metric | Training Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 4 of 4 | | 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 - [Training Time (s)](): Lower is better; unit: TIME. - [Training + Proof Generation Time (s)](): Lower is better; unit: TIME. - [Proof Generation Time (s)](): Lower is better; unit: TIME. - [Proof Verification Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Training Time (s) | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 1052.38 | Not recorded | 68fa789a1e209131cea793d4 | | Baseline | 2451.54 | Not recorded | 68fa789a1e209131cea793d4 | ### Baseline Training Time (s): 1052.38. Result ID: 69ef011f47f34ce924d47340. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"2048","Backbone":"TextCNN"}. This record does not assert independent reproduction. ### Baseline Training Time (s): 2451.54. Result ID: 69ef011f47f34ce924d47342. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"512","Backbone":"Bert"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.