# Polarized Community Discovery on WikiP

Source: [Polarized Community Discovery on WikiP](<https://www.sota2.com/research/sota/polarized-community-discovery-on-wikip>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-10T07:11:07.537Z

Evaluation of Polarized Community Discovery performance on the WikiP 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) | WikiP |
| 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](<https://www.sota2.com/research/sota/polarized-community-discovery-on-wikip.md?metric=POL%20Score>): Higher is better; unit: SCALAR.

- [IF Score](<https://www.sota2.com/research/sota/polarized-community-discovery-on-wikip.md?metric=IF%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | POL Score | Result date | Report paper |
| --- | --- | --- | --- |
| SCG-MO | 88.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 87.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 87.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 86.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 82.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 82 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 75.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 71.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 58.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 57.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 56.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 48.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 46.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 46 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 45.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 41.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 39.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 36.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 33.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 10.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 4.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 3.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 3.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 3.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 1.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |

### SCG-MO

POL Score: 88.4. Result ID: 69afc3f36dbb7075b9579b5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction.

### N2PC

POL Score: 87.5. Result ID: 69afc3f36dbb7075b9579b63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2","gamma":"1"}. This record does not assert independent reproduction.

### N2PC

POL Score: 87.1. Result ID: 69afc3f36dbb7075b9579b64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2","gamma":"1.2"}. This record does not assert independent reproduction.

### N2PC

POL Score: 86.6. Result ID: 69afc3f36dbb7075b9579b65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2","gamma":"1.5"}. This record does not assert independent reproduction.

### SCG-MA

POL Score: 82.8. Result ID: 69afc3f36dbb7075b9579b5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction.

### LSPCD

POL Score: 82. Result ID: 69afc3f36dbb7075b9579b5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction.

### N2PC

POL Score: 75.2. Result ID: 69afc3f36dbb7075b9579b66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2","gamma":"1.7"}. This record does not assert independent reproduction.

### LSPCD

POL Score: 71.6. Result ID: 69afc3f36dbb7075b9579b68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction.

### LSPCD

POL Score: 58.7. Result ID: 69afc3f36dbb7075b9579b6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction.

### SCG-MA

POL Score: 57.5. Result ID: 69afc3f36dbb7075b9579b70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction.

### SCG-MA

POL Score: 56.5. Result ID: 69afc3f36dbb7075b9579b69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction.

### N2PC

POL Score: 48.3. Result ID: 69afc3f36dbb7075b9579b67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2","gamma":"2.0"}. This record does not assert independent reproduction.

### SCG-B

POL Score: 46.5. Result ID: 69afc3f36dbb7075b9579b5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction.

### SCG-B

POL Score: 46. Result ID: 69afc3f36dbb7075b9579b72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction.

### SCG-B

POL Score: 45.7. Result ID: 69afc3f36dbb7075b9579b6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction.

### SCG-MO

POL Score: 41.8. Result ID: 69afc3f36dbb7075b9579b71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction.

### SCG-MO

POL Score: 39.7. Result ID: 69afc3f36dbb7075b9579b6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction.

### SCG-R

POL Score: 36.1. Result ID: 69afc3f36dbb7075b9579b60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction.

### SCG-R

POL Score: 33.7. Result ID: 69afc3f36dbb7075b9579b6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction.

### KOCG-TOP-1

POL Score: 10.1. Result ID: 69afc3f36dbb7075b9579b74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction.

### KOCG-TOP-r

POL Score: 4.4. Result ID: 69afc3f36dbb7075b9579b6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction.

### KOCG-TOP-r

POL Score: 3.6. Result ID: 69afc3f36dbb7075b9579b75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction.

### SCG-R

POL Score: 3.3. Result ID: 69afc3f36dbb7075b9579b73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"6"}. This record does not assert independent reproduction.

### KOCG-TOP-1

POL Score: 3.1. Result ID: 69afc3f36dbb7075b9579b6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"4"}. This record does not assert independent reproduction.

### KOCG-TOP-1

POL Score: 3. Result ID: 69afc3f36dbb7075b9579b61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction.

### KOCG-TOP-r

POL Score: 1.3. Result ID: 69afc3f36dbb7075b9579b62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c6e1e209131cea8e0bf.md>)

Recorded evaluation configuration: {"k":"2"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
