# Short Text Clustering on Biomedical (ACC, NMI) Source: [Short Text Clustering on Biomedical (ACC, NMI)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:54.864Z Evaluation of Short Text Clustering performance on the Biomedical dataset, measured using Accuracy (ACC) and Normalized Mutual Information (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) | Biomedical | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | | --- | --- | --- | --- | | Self-Train | 0.548 | Not recorded | 68fa6a0a1e209131cea25a86 | | RSTC | 0.484 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-C | 0.4674 | Not recorded | 68fa6f7f1e209131cea45fff | | SCCL | 0.462 | Not recorded | 68fa6a0a1e209131cea25a86 | | STCC | 0.436 | Not recorded | 68fa6a0a1e209131cea25a86 | | STC2-LPI | 0.4337 | Not recorded | 68fa6f7f1e209131cea45fff | | SCCL | 0.4249 | Not recorded | 68fa6f7f1e209131cea45fff | | K-means\_IC | 0.4044 | Not recorded | 68fa6f7f1e209131cea45fff | | HAC-SD | 0.401 | Not recorded | 68fa6a0a1e209131cea25a86 | | Self-Train | 0.4006 | Not recorded | 68fa6f7f1e209131cea45fff | | SBERT(k-means) | 0.395 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-OT | 0.3814 | Not recorded | 68fa6f7f1e209131cea45fff | | RSTC-I | 0.3439 | Not recorded | 68fa6f7f1e209131cea45fff | | TF-IDF | 0.2913 | Not recorded | 68fa6f7f1e209131cea45fff | | TF-IDF | 0.283 | Not recorded | 68fa6a0a1e209131cea25a86 | | BoW | 0.143 | Not recorded | 68fa6a0a1e209131cea25a86 | | BOW | 0.1418 | Not recorded | 68fa6f7f1e209131cea45fff | ### Self-Train Accuracy: 0.548. Result ID: 698e0272ffc3901de09a1b4c. [Reporting paper]() Recorded evaluation configuration: {"Algorithm":"SIF + Autoencoder"}. This record does not assert independent reproduction. ### RSTC Accuracy: 0.484. Result ID: 6990c6683a6c314849032e96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSTC-C Accuracy: 0.4674. Result ID: 6990c6683a6c314849032e94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contrastive learning":"class-wise","pseudo-labels":"SAOT"}. This record does not assert independent reproduction. ### SCCL Accuracy: 0.462. Result ID: 698e0272ffc3901de09a1b4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Averaging":"Average over five random runs"}. This record does not assert independent reproduction. ### STCC Accuracy: 0.436. Result ID: 698e0272ffc3901de09a1b4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Algorithm":"Word2Vec + CNN + K-means"}. This record does not assert independent reproduction. ### STC2-LPI Accuracy: 0.4337. Result ID: 6990c6683a6c314849032e8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCCL Accuracy: 0.4249. Result ID: 6990c6683a6c314849032e91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### K-means\_IC Accuracy: 0.4044. Result ID: 6990c6683a6c314849032e90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HAC-SD Accuracy: 0.401. Result ID: 698e0272ffc3901de09a1b4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm":"Hierarchical Agglomerative Clustering"}. This record does not assert independent reproduction. ### Self-Train Accuracy: 0.4006. Result ID: 6990c6683a6c314849032e8f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SBERT(k-means) Accuracy: 0.395. Result ID: 6990c6683a6c314849032e92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSTC-OT Accuracy: 0.3814. Result ID: 6990c6683a6c314849032e93. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"pseudo-labels":"traditional OT"}. This record does not assert independent reproduction. ### RSTC-I Accuracy: 0.3439. Result ID: 6990c6683a6c314849032e95. [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: 0.2913. Result ID: 6990c6683a6c314849032e8d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TF-IDF Accuracy: 0.283. Result ID: 698e0272ffc3901de09a1b4a. [Reporting paper]() Recorded evaluation configuration: {"Feature dimension":1500,"Algorithm":"K-means"}. This record does not assert independent reproduction. ### BoW Accuracy: 0.143. Result ID: 698e0272ffc3901de09a1b49. [Reporting paper]() Recorded evaluation configuration: {"Feature dimension":1500,"Algorithm":"K-means"}. This record does not assert independent reproduction. ### BOW Accuracy: 0.1418. Result ID: 6990c6683a6c314849032e8c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.