# Polarized Community Discovery on REF Source: [Polarized Community Discovery on REF]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:11:07.413Z Evaluation of Polarized Community Discovery performance on the REF dataset, measured using POL and IF metrics. 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) | REF | | Metric | POL | | 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](): Higher is better; unit: SCALAR. - [IF](): Higher is better; unit: PERCENT. ## Recorded results | Method | POL | Result date | Report paper | | --- | --- | --- | --- | | SCG-MO | 174.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 173.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 173.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 172.2 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 146.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 139.2 | Not recorded | 68fa7c6e1e209131cea8e0bf | | LSPCD | 137.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 130.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 120.9 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 119.4 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 118.7 | Not recorded | 68fa7c6e1e209131cea8e0bf | | N2PC | 118.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 116.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 116.2 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-B | 116.2 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 94.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MA | 84.9 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MO | 82.1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-MO | 55.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SCG-R | 50.3 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-k | 41.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-k | 41.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-k | 41.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-k | 41.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-k | 41.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | SPONGE-k | 41.5 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 15.4 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 15 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 11.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-1 | 8.6 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 4 | Not recorded | 68fa7c6e1e209131cea8e0bf | | KOCG-TOP-r | 3.7 | 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) | -0.8 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-(k+1) | -1 | Not recorded | 68fa7c6e1e209131cea8e0bf | | BNC-(k+1) | -1 | Not recorded | 68fa7c6e1e209131cea8e0bf | ### SCG-MO POL: 174.1. Result ID: 69afc3f36dbb7075b9579aea. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### N2PC POL: 173.6. Result ID: 69afc3f36dbb7075b9579af3. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1"}. This record does not assert independent reproduction. ### N2PC POL: 173.6. Result ID: 69afc3f36dbb7075b9579af4. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.2"}. This record does not assert independent reproduction. ### SCG-MA POL: 172.2. Result ID: 69afc3f36dbb7075b9579ae9. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### LSPCD POL: 146.1. Result ID: 69afc3f36dbb7075b9579ae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### LSPCD POL: 139.2. Result ID: 69afc3f36dbb7075b9579af8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### LSPCD POL: 137.6. Result ID: 69afc3f36dbb7075b9579b03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### N2PC POL: 130.3. Result ID: 69afc3f36dbb7075b9579af5. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.5"}. This record does not assert independent reproduction. ### SCG-R POL: 120.9. Result ID: 69afc3f36dbb7075b9579aec. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### N2PC POL: 119.4. Result ID: 69afc3f36dbb7075b9579af6. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"1.7"}. This record does not assert independent reproduction. ### SCG-R POL: 118.7. Result ID: 69afc3f36dbb7075b9579afc. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### N2PC POL: 118.1. Result ID: 69afc3f36dbb7075b9579af7. [Reporting paper]() Recorded evaluation configuration: {"k":"2","gamma":"2.0"}. This record does not assert independent reproduction. ### SCG-B POL: 116.3. Result ID: 69afc3f36dbb7075b9579aeb. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SCG-B POL: 116.2. Result ID: 69afc3f36dbb7075b9579afb. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-B POL: 116.2. Result ID: 69afc3f36dbb7075b9579b06. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-MA POL: 94.5. Result ID: 69afc3f36dbb7075b9579af9. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-MA POL: 84.9. Result ID: 69afc3f36dbb7075b9579b04. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-MO POL: 82.1. Result ID: 69afc3f36dbb7075b9579afa. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SCG-MO POL: 55.6. Result ID: 69afc3f36dbb7075b9579b05. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SCG-R POL: 50.3. Result ID: 69afc3f36dbb7075b9579b07. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### BNC-k POL: 41.5. Result ID: 69afc3f36dbb7075b9579af0. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SPONGE-k POL: 41.5. Result ID: 69afc3f36dbb7075b9579af2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### BNC-k POL: 41.5. Result ID: 69afc3f36dbb7075b9579b00. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SPONGE-k POL: 41.5. Result ID: 69afc3f36dbb7075b9579b02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### BNC-k POL: 41.5. Result ID: 69afc3f36dbb7075b9579b0b. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### SPONGE-k POL: 41.5. Result ID: 69afc3f36dbb7075b9579b0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL: 15.4. Result ID: 69afc3f36dbb7075b9579aee. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL: 15. Result ID: 69afc3f36dbb7075b9579afd. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL: 11.6. Result ID: 69afc3f36dbb7075b9579aed. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### KOCG-TOP-1 POL: 8.6. Result ID: 69afc3f36dbb7075b9579b08. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL: 4. Result ID: 69afc3f36dbb7075b9579b09. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### KOCG-TOP-r POL: 3.7. Result ID: 69afc3f36dbb7075b9579afe. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SPONGE-(k+1) POL: 1. Result ID: 69afc3f36dbb7075b9579af1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### SPONGE-(k+1) POL: 1. Result ID: 69afc3f36dbb7075b9579b01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. ### SPONGE-(k+1) POL: 1. Result ID: 69afc3f36dbb7075b9579b0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### BNC-(k+1) POL: -0.8. Result ID: 69afc3f36dbb7075b9579b0a. [Reporting paper]() Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction. ### BNC-(k+1) POL: -1. Result ID: 69afc3f36dbb7075b9579aef. [Reporting paper]() Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction. ### BNC-(k+1) POL: -1. Result ID: 69afc3f36dbb7075b9579aff. [Reporting paper]() Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.