# Continual Clustering on Semeion Source: [Continual Clustering on Semeion]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:23:20.430Z Evaluation of continual clustering performance on the Semeion dataset, measured using Average Incremental (AI) and Backward Transfer (BWT) metrics based on NMI and ARI. 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 | Continual Clustering | | Dataset (including any stated split) | Semeion | | Metric | AI ARI | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [AI ARI](): Higher is better; unit: SCALAR. - [AI NMI](): Higher is better; unit: SCALAR. - [BWT NMI](): Higher is better; unit: SCALAR. - [BWT ARI](): Higher is better; unit: SCALAR. - [AI AMI](): Higher is better; unit: SCALAR. ## Recorded results | Method | AI ARI | Result date | Report paper | | --- | --- | --- | --- | | PHIDA | 0.499 | Not recorded | 6a02b434dbc836b87d824822 | | ASOINN | 0.497 | Not recorded | 68fa6f2e1e209131cea444b1 | | ASOINN | 0.475 | Not recorded | 68fa6f2e1e209131cea444b1 | | SOINN+ | 0.43 | Not recorded | 68fa6f2e1e209131cea444b1 | | SOINN+ | 0.395 | Not recorded | 6a02b434dbc836b87d824822 | | CAEA | 0.365 | Not recorded | 68fa6f2e1e209131cea444b1 | | IDAT | 0.348 | Not recorded | 6a02b434dbc836b87d824822 | | GNG | 0.346 | Not recorded | 6a02b434dbc836b87d824822 | | AutoCloud | 0.322 | Not recorded | 68fa6f2e1e209131cea444b1 | | TCA | 0.312 | Not recorded | 68fa6f2e1e209131cea444b1 | | CAEA | 0.283 | Not recorded | 68fa6f2e1e209131cea444b1 | | DDVFA | 0.257 | Not recorded | 6a02b434dbc836b87d824822 | | CAEA | 0.256 | Not recorded | 6a02b434dbc836b87d824822 | | CAE | 0.213 | Not recorded | 68fa6f2e1e209131cea444b1 | | TCA | 0.142 | Not recorded | 68fa6f2e1e209131cea444b1 | | CAE | 0.141 | Not recorded | 6a02b434dbc836b87d824822 | ### PHIDA AI ARI: 0.499. Result ID: 6a02f16e47f34ce924e5f60a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ASOINN AI ARI: 0.497. Result ID: 699af7255698665ec4888cf8. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction. ### ASOINN AI ARI: 0.475. Result ID: 699af7255698665ec4888cf9. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction. ### SOINN+ AI ARI: 0.43. Result ID: 699af7255698665ec4888cfa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOINN+ AI ARI: 0.395. Result ID: 6a02f16e47f34ce924e5f605. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAEA AI ARI: 0.365. Result ID: 699af7255698665ec4888cfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction. ### IDAT AI ARI: 0.348. Result ID: 6a02f16e47f34ce924e5f609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GNG AI ARI: 0.346. Result ID: 6a02f16e47f34ce924e5f604. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoCloud AI ARI: 0.322. Result ID: 699af7255698665ec4888cf7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCA AI ARI: 0.312. Result ID: 699af7255698665ec4888cfb. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction. ### CAEA AI ARI: 0.283. Result ID: 699af7255698665ec4888cfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction. ### DDVFA AI ARI: 0.257. Result ID: 6a02f16e47f34ce924e5f606. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAEA AI ARI: 0.256. Result ID: 6a02f16e47f34ce924e5f607. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAE AI ARI: 0.213. Result ID: 699af7255698665ec4888cff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCA AI ARI: 0.142. Result ID: 699af7255698665ec4888cfc. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction. ### CAE AI ARI: 0.141. Result ID: 6a02f16e47f34ce924e5f608. [Reporting paper]() [Method origin 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.