# Text Classification on Ohsumed small-scale (test) Source: [Text Classification on Ohsumed small-scale (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:55.198Z Evaluation of Text Classification performance on the small-scale test split of the Ohsumed dataset, measured using 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 | Text Classification | | Dataset (including any stated split) | Ohsumed small-scale (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HDGCN | 73.97 | Not recorded | 68fa6a1e1e209131cea26089 | | BERT-base | 71.04 | Not recorded | 68fa6a1e1e209131cea26089 | | HDGCN-static | 70.75 | Not recorded | 68fa6a1e1e209131cea26089 | | TextING | 70.42 | Not recorded | 68fa6a1e1e209131cea26089 | | GraphCNN | 69.4 | Not recorded | 68fa6a1e1e209131cea26089 | | TextGCN | 68.36 | Not recorded | 68fa6a1e1e209131cea26089 | | minCUT | 66.37 | Not recorded | 68fa6a1e1e209131cea26089 | | SWEM | 63.12 | Not recorded | 68fa6a1e1e209131cea26089 | | TextCNN | 58.44 | Not recorded | 68fa6a1e1e209131cea26089 | | fastText | 57.7 | Not recorded | 68fa6a1e1e209131cea26089 | | TextRNN | 49.27 | Not recorded | 68fa6a1e1e209131cea26089 | ### HDGCN Accuracy: 73.97. Result ID: 698e0f3effc3901de09a7b14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"initialization":"300-d GloVe"}. This record does not assert independent reproduction. ### BERT-base Accuracy: 71.04. Result ID: 698e0f3effc3901de09a7b12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Jin et al., 2019)"}. This record does not assert independent reproduction. ### HDGCN-static Accuracy: 70.75. Result ID: 698e0f3effc3901de09a7b13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"initialization":"300-d GloVe","mode":"static"}. This record does not assert independent reproduction. ### TextING Accuracy: 70.42. Result ID: 698e0f3effc3901de09a7b11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### GraphCNN Accuracy: 69.4. Result ID: 698e0f3effc3901de09a7b0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### TextGCN Accuracy: 68.36. Result ID: 698e0f3effc3901de09a7b0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### minCUT Accuracy: 66.37. Result ID: 698e0f3effc3901de09a7b10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Bianchi et al., 2019)"}. This record does not assert independent reproduction. ### SWEM Accuracy: 63.12. Result ID: 698e0f3effc3901de09a7b0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### TextCNN Accuracy: 58.44. Result ID: 698e0f3effc3901de09a7b0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### fastText Accuracy: 57.7. Result ID: 698e0f3effc3901de09a7b0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### TextRNN Accuracy: 49.27. Result ID: 698e0f3effc3901de09a7b0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.