# Polarized Community Discovery on WikiV Source: [Polarized Community Discovery on WikiV]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:11:07.374Z Evaluation of Polarized Community Discovery performance on the WikiV 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) | WikiV | | Metric | POL Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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 | | --- | --- | --- | --- | | SCG-MO | 71.7 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 71.7 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 71.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 71.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 70 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 62.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 59.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 54.7 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MO | 53.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 52.9 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 52.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MO | 47 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 46.2 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 45.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 40.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 37.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 24.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 23.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 19.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-k | 15.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-k | 15.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-k | 15.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-k | 15.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-k | 15.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-k | 15.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 10.4 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 7.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 4.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 4.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 3.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 3.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 2.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-(k+1) | 1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-(k+1) | 1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-(k+1) | 1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-(k+1) | -1.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-(k+1) | -1.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-(k+1) | -1.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | ### SCG-MO POL Score: 71.7. Result ID: 69afc3f36dbb7075b9579ac4. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### N2PC POL Score: 71.7. Result ID: 69afc3f36dbb7075b9579ace. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.2"}. This record does not assert independent reproduction. ### N2PC POL Score: 71.6. Result ID: 69afc3f36dbb7075b9579acd. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1"}. This record does not assert independent reproduction. ### SCG-MA POL Score: 71.5. Result ID: 69afc3f36dbb7075b9579ac3. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### N2PC POL Score: 70. Result ID: 69afc3f36dbb7075b9579acf. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.5"}. This record does not assert independent reproduction. ### LSPCD POL Score: 62.3. Result ID: 69afc3f36dbb7075b9579ac2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### N2PC POL Score: 59.1. Result ID: 69afc3f36dbb7075b9579ad0. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.7"}. This record does not assert independent reproduction. ### SCG-R POL Score: 54.7. Result ID: 69afc3f36dbb7075b9579ac6. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SCG-MO POL Score: 53.1. Result ID: 69afc3f36dbb7075b9579ad4. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-MA POL Score: 52.9. Result ID: 69afc3f36dbb7075b9579ad3. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### LSPCD POL Score: 52.6. Result ID: 69afc3f36dbb7075b9579ad2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-MO POL Score: 47. Result ID: 69afc3f36dbb7075b9579adf. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### LSPCD POL Score: 46.2. Result ID: 69afc3f36dbb7075b9579add. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-MA POL Score: 45.5. Result ID: 69afc3f36dbb7075b9579ade. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### N2PC POL Score: 40.5. Result ID: 69afc3f36dbb7075b9579ad1. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"2.0"}. This record does not assert independent reproduction. ### SCG-B POL Score: 37.6. Result ID: 69afc3f36dbb7075b9579ac5. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SCG-B POL Score: 24.8. Result ID: 69afc3f36dbb7075b9579ad5. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-B POL Score: 23.3. Result ID: 69afc3f36dbb7075b9579ae0. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-R POL Score: 19.5. Result ID: 69afc3f36dbb7075b9579ad6. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### BNC-k POL Score: 15.8. Result ID: 69afc3f36dbb7075b9579aca. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SPONGE-k POL Score: 15.8. Result ID: 69afc3f36dbb7075b9579acc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### BNC-k POL Score: 15.8. Result ID: 69afc3f36dbb7075b9579ada. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SPONGE-k POL Score: 15.8. Result ID: 69afc3f36dbb7075b9579adc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### BNC-k POL Score: 15.8. Result ID: 69afc3f36dbb7075b9579ae5. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SPONGE-k POL Score: 15.8. Result ID: 69afc3f36dbb7075b9579ae7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-R POL Score: 10.4. Result ID: 69afc3f36dbb7075b9579ae1. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL Score: 7.6. Result ID: 69afc3f36dbb7075b9579ac7. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL Score: 4.5. Result ID: 69afc3f36dbb7075b9579ad7. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL Score: 4.5. Result ID: 69afc3f36dbb7075b9579ae2. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL Score: 3.3. Result ID: 69afc3f36dbb7075b9579ad8. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL Score: 3.1. Result ID: 69afc3f36dbb7075b9579ae3. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL Score: 2.3. Result ID: 69afc3f36dbb7075b9579ac8. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SPONGE-(k+1) POL Score: 1. Result ID: 69afc3f36dbb7075b9579acb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SPONGE-(k+1) POL Score: 1. Result ID: 69afc3f36dbb7075b9579adb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SPONGE-(k+1) POL Score: 1. Result ID: 69afc3f36dbb7075b9579ae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### BNC-(k+1) POL Score: -1.1. Result ID: 69afc3f36dbb7075b9579ac9. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### BNC-(k+1) POL Score: -1.1. Result ID: 69afc3f36dbb7075b9579ad9. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### BNC-(k+1) POL Score: -1.1. Result ID: 69afc3f36dbb7075b9579ae4. [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.