# Polarized Community Discovery on EP

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

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

Data updated: 2026-03-10T07:11:07.507Z

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

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

## Recorded results

| Method | POL | Result date | Report paper |
| --- | --- | --- | --- |
| N2PC | 169.9 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 169.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 169.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 156.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 129.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 129 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 128.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 128.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 127.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 127.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 124.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 111.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 103.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 94.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 94.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 88.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 76.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 72.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 65.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 43.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 14 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 11 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 8.9 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 8.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 6.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 6 | Not recorded | 68fa7c6e1e209131cea8e0bf |

### N2PC

POL: 169.9. Result ID: 69afc3f36dbb7075b9579b4b.

[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.

### N2PC

POL: 169.8. Result ID: 69afc3f36dbb7075b9579b4a.

[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: 169.7. Result ID: 69afc3f36dbb7075b9579b49.

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

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

### SCG-B

POL: 156.4. Result ID: 69afc3f36dbb7075b9579b45.

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

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

### SCG-MO

POL: 129.2. Result ID: 69afc3f36dbb7075b9579b57.

[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: 129. Result ID: 69afc3f36dbb7075b9579b50.

[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: 128.7. Result ID: 69afc3f36dbb7075b9579b44.

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

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

### SCG-MA

POL: 128.3. Result ID: 69afc3f36dbb7075b9579b43.

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

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

### LSPCD

POL: 127.8. Result ID: 69afc3f36dbb7075b9579b42.

[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.

### SCG-MA

POL: 127.4. Result ID: 69afc3f36dbb7075b9579b4f.

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

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

### N2PC

POL: 124.3. Result ID: 69afc3f36dbb7075b9579b4c.

[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: 111.5. Result ID: 69afc3f36dbb7075b9579b4e.

[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: 103.4. Result ID: 69afc3f36dbb7075b9579b55.

[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-B

POL: 94.5. Result ID: 69afc3f36dbb7075b9579b58.

[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: 94.4. Result ID: 69afc3f36dbb7075b9579b51.

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

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

### SCG-MA

POL: 88.8. Result ID: 69afc3f36dbb7075b9579b56.

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

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

### N2PC

POL: 76.7. Result ID: 69afc3f36dbb7075b9579b4d.

[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-R

POL: 72.3. Result ID: 69afc3f36dbb7075b9579b46.

[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: 65.1. Result ID: 69afc3f36dbb7075b9579b52.

[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: 43.3. Result ID: 69afc3f36dbb7075b9579b59.

[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: 14. Result ID: 69afc3f36dbb7075b9579b48.

[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: 11. Result ID: 69afc3f36dbb7075b9579b54.

[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: 8.9. Result ID: 69afc3f36dbb7075b9579b53.

[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: 8.2. Result ID: 69afc3f36dbb7075b9579b47.

[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: 6.8. Result ID: 69afc3f36dbb7075b9579b5b.

[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: 6. Result ID: 69afc3f36dbb7075b9579b5a.

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

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.
