# Polarized Community Discovery on WikiC Source: [Polarized Community Discovery on WikiC]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:11:07.477Z Evaluation of Polarized Community Discovery performance on the WikiC dataset, measured using POL and IF scores. 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 | Polarized Community Discovery | | Dataset (including any stated split) | WikiC | | Metric | POL Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [POL Score](): Higher is better; unit: SCALAR. - [IF Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | POL Score | Result date | Report paper | | --- | --- | --- | --- | | LSPCD | 190.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MO | 175.7 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 175.7 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 172.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 158.2 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 155.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 155.2 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 142 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 129.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MO | 117.9 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 113.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MO | 111.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 104.9 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 102.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 101.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 96.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 49.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 46.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 41.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 18.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 5.9 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 4.9 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 4.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 3.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 3.4 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 1.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | ### LSPCD POL Score: 190.8. Result ID: 69afc3f36dbb7075b9579b28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SCG-MO POL Score: 175.7. Result ID: 69afc3f36dbb7075b9579b2a. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### N2PC POL Score: 175.7. Result ID: 69afc3f36dbb7075b9579b30. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.2"}. This record does not assert independent reproduction. ### N2PC POL Score: 172.8. Result ID: 69afc3f36dbb7075b9579b2f. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1"}. This record does not assert independent reproduction. ### N2PC POL Score: 158.2. Result ID: 69afc3f36dbb7075b9579b31. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.5"}. This record does not assert independent reproduction. ### N2PC POL Score: 155.5. Result ID: 69afc3f36dbb7075b9579b32. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.7"}. This record does not assert independent reproduction. ### SCG-MA POL Score: 155.2. Result ID: 69afc3f36dbb7075b9579b29. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### N2PC POL Score: 142. Result ID: 69afc3f36dbb7075b9579b33. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"2.0"}. This record does not assert independent reproduction. ### SCG-B POL Score: 129.3. Result ID: 69afc3f36dbb7075b9579b2b. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SCG-MO POL Score: 117.9. Result ID: 69afc3f36dbb7075b9579b36. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### LSPCD POL Score: 113.6. Result ID: 69afc3f36dbb7075b9579b34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-MO POL Score: 111.6. Result ID: 69afc3f36dbb7075b9579b3d. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-MA POL Score: 104.9. Result ID: 69afc3f36dbb7075b9579b35. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-MA POL Score: 102.6. Result ID: 69afc3f36dbb7075b9579b3c. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-R POL Score: 101.1. Result ID: 69afc3f36dbb7075b9579b2c. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### LSPCD POL Score: 96.1. Result ID: 69afc3f36dbb7075b9579b3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-B POL Score: 49.8. Result ID: 69afc3f36dbb7075b9579b37. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-B POL Score: 46.1. Result ID: 69afc3f36dbb7075b9579b3e. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-R POL Score: 41.1. Result ID: 69afc3f36dbb7075b9579b38. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-R POL Score: 18.3. Result ID: 69afc3f36dbb7075b9579b3f. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL Score: 5.9. Result ID: 69afc3f36dbb7075b9579b2d. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL Score: 4.9. Result ID: 69afc3f36dbb7075b9579b40. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL Score: 4.5. Result ID: 69afc3f36dbb7075b9579b39. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL Score: 3.8. Result ID: 69afc3f36dbb7075b9579b3a. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL Score: 3.4. Result ID: 69afc3f36dbb7075b9579b2e. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL Score: 1.5. Result ID: 69afc3f36dbb7075b9579b41. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.