# Short Text Clustering on GoogleNews S Source: [Short Text Clustering on GoogleNews S]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:25.104Z Evaluation of Short Text Clustering performance on the GoogleNews S 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 S | | Metric | 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 - [ACC](): Higher is better; unit: PERCENT. - [NMI](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACC | Result date | Report paper | | --- | --- | --- | --- | | SCCL | 83.1 | Not recorded | 68fa6a0a1e209131cea25a86 | | HAC-SD | 80.6 | Not recorded | 68fa6a0a1e209131cea25a86 | | RSTC | 79.32 | Not recorded | 68fa6f7f1e209131cea45fff | | K-means\_IC | 74.48 | Not recorded | 68fa6f7f1e209131cea45fff | | SCCL | 73.44 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-I | 66.22 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-C | 65.05 | Not recorded | 68fa6f7f1e209131cea45fff | | TF-IDF | 62.3 | Not recorded | 68fa6f7f1e209131cea45fff | | TF-IDF | 61.9 | Not recorded | 68fa6a0a1e209131cea25a86 | | RSTC-OT | 59.48 | Not recorded | 68fa6f7f1e209131cea45fff | | SBERT(k-means) | 56.62 | Not recorded | 68fa6f7f1e209131cea45fff | | BOW | 52.68 | Not recorded | 68fa6f7f1e209131cea45fff | | BoW | 49 | Not recorded | 68fa6a0a1e209131cea25a86 | ### SCCL ACC: 83.1. Result ID: 698e0272ffc3901de09a1b5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Averaging":"Average over five random runs"}. This record does not assert independent reproduction. ### HAC-SD ACC: 80.6. Result ID: 698e0272ffc3901de09a1b59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm":"Hierarchical Agglomerative Clustering"}. This record does not assert independent reproduction. ### RSTC ACC: 79.32. Result ID: 6990c6683a6c314849032eb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### K-means\_IC ACC: 74.48. Result ID: 6990c6683a6c314849032eab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCCL ACC: 73.44. Result ID: 6990c6683a6c314849032eac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSTC-I ACC: 66.22. Result ID: 6990c6683a6c314849032eb0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contrastive learning":"instance-wise","clustering":"k-means"}. This record does not assert independent reproduction. ### RSTC-C ACC: 65.05. Result ID: 6990c6683a6c314849032eaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contrastive learning":"class-wise","pseudo-labels":"SAOT"}. This record does not assert independent reproduction. ### TF-IDF ACC: 62.3. Result ID: 6990c6683a6c314849032eaa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TF-IDF ACC: 61.9. Result ID: 698e0272ffc3901de09a1b58. [Reporting paper]() Recorded evaluation configuration: {"Feature dimension":1500,"Algorithm":"K-means"}. This record does not assert independent reproduction. ### RSTC-OT ACC: 59.48. Result ID: 6990c6683a6c314849032eae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"pseudo-labels":"traditional OT"}. This record does not assert independent reproduction. ### SBERT(k-means) ACC: 56.62. Result ID: 6990c6683a6c314849032ead. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BOW ACC: 52.68. Result ID: 6990c6683a6c314849032ea9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BoW ACC: 49. Result ID: 698e0272ffc3901de09a1b57. [Reporting paper]() Recorded evaluation configuration: {"Feature dimension":1500,"Algorithm":"K-means"}. 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