# Short Text Clustering on GoogleNews-TS Source: [Short Text Clustering on GoogleNews-TS]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:54.883Z Evaluation of Short Text Clustering performance on the GoogleNews-TS dataset, measured using ACC and NMI. 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 | Short Text Clustering | | Dataset (including any stated split) | GoogleNews-TS | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [NMI](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SCCL | 89.8 | Not recorded | 68fa6a0a1e209131cea25a86 | | HAC-SD | 85.8 | Not recorded | 68fa6a0a1e209131cea25a86 | | RSTC | 83.27 | Not recorded | 68fa6f7f1e209131cea45fff | | SCCL | 82.51 | Not recorded | 68fa6f7f1e209131cea45fff | | K-means\_IC | 79.81 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-C | 78.48 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-I | 75.44 | Not recorded | 68fa6f7f1e209131cea45fff | | TF-IDF | 69 | Not recorded | 68fa6f7f1e209131cea45fff | | TF-IDF | 68 | Not recorded | 68fa6a0a1e209131cea25a86 | | SBERT(k-means) | 65.71 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-OT | 63.97 | Not recorded | 68fa6f7f1e209131cea45fff | | BOW | 58.79 | Not recorded | 68fa6f7f1e209131cea45fff | | BoW | 57.5 | Not recorded | 68fa6a0a1e209131cea25a86 | ### SCCL Accuracy: 89.8. Result ID: 698e0272ffc3901de09a1b52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Averaging":"Average over five random runs"}. This record does not assert independent reproduction. ### HAC-SD Accuracy: 85.8. Result ID: 698e0272ffc3901de09a1b51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm":"Hierarchical Agglomerative Clustering"}. This record does not assert independent reproduction. ### RSTC Accuracy: 83.27. Result ID: 6990c6683a6c314849032e9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCCL Accuracy: 82.51. Result ID: 6990c6683a6c314849032e9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### K-means\_IC Accuracy: 79.81. Result ID: 6990c6683a6c314849032e99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSTC-C Accuracy: 78.48. Result ID: 6990c6683a6c314849032e9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contrastive learning":"class-wise","pseudo-labels":"SAOT"}. This record does not assert independent reproduction. ### RSTC-I Accuracy: 75.44. Result ID: 6990c6683a6c314849032e9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contrastive learning":"instance-wise","clustering":"k-means"}. This record does not assert independent reproduction. ### TF-IDF Accuracy: 69. Result ID: 6990c6683a6c314849032e98. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TF-IDF Accuracy: 68. Result ID: 698e0272ffc3901de09a1b50. [Reporting paper]() Recorded evaluation configuration: {"Feature dimension":1500,"Algorithm":"K-means"}. This record does not assert independent reproduction. ### SBERT(k-means) Accuracy: 65.71. Result ID: 6990c6683a6c314849032e9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSTC-OT Accuracy: 63.97. Result ID: 6990c6683a6c314849032e9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"pseudo-labels":"traditional OT"}. This record does not assert independent reproduction. ### BOW Accuracy: 58.79. Result ID: 6990c6683a6c314849032e97. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BoW Accuracy: 57.5. Result ID: 698e0272ffc3901de09a1b4f. [Reporting paper]() Recorded evaluation configuration: {"Feature dimension":1500,"Algorithm":"K-means"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.