# Polarized Community Discovery on SD

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

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

Data updated: 2026-03-10T07:11:07.445Z

Evaluation of Polarized Community Discovery performance on the SD 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) | SD |
| 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-sd.md?metric=POL>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | POL | Result date | Report paper |
| --- | --- | --- | --- |
| N2PC | 81.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 81.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 81.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 79.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 77.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 75.9 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 61.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 61 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 57.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 55 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 52.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 48.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 47.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 38.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 37.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 35.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 34.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 29.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 10.7 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 7.9 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 3.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 3.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 2.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 2.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 2 | Not recorded | 68fa7c6e1e209131cea8e0bf |

### N2PC

POL: 81.8. Result ID: 69afc3f36dbb7075b9579b17.

[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: 81.2. Result ID: 69afc3f36dbb7075b9579b15.

[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: 81.1. Result ID: 69afc3f36dbb7075b9579b16.

[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.

### SCG-MO

POL: 79.7. Result ID: 69afc3f36dbb7075b9579b10.

[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: 77.5. Result ID: 69afc3f36dbb7075b9579b0f.

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

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

### LSPCD

POL: 75.9. Result ID: 69afc3f36dbb7075b9579b0e.

[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.

### LSPCD

POL: 61.1. Result ID: 69afc3f36dbb7075b9579b1a.

[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.

### SCG-B

POL: 61. Result ID: 69afc3f36dbb7075b9579b11.

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

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

### LSPCD

POL: 57.1. Result ID: 69afc3f36dbb7075b9579b21.

[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.

### N2PC

POL: 55. Result ID: 69afc3f36dbb7075b9579b18.

[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.

### N2PC

POL: 52.1. Result ID: 69afc3f36dbb7075b9579b19.

[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: 48.3. Result ID: 69afc3f36dbb7075b9579b1d.

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

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

### SCG-B

POL: 47.7. Result ID: 69afc3f36dbb7075b9579b24.

[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: 38.5. Result ID: 69afc3f36dbb7075b9579b1c.

[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: 37.8. Result ID: 69afc3f36dbb7075b9579b22.

[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: 35.5. Result ID: 69afc3f36dbb7075b9579b1b.

[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: 34.6. Result ID: 69afc3f36dbb7075b9579b23.

[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: 29.7. Result ID: 69afc3f36dbb7075b9579b12.

[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: 10.7. Result ID: 69afc3f36dbb7075b9579b1e.

[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: 7.9. Result ID: 69afc3f36dbb7075b9579b25.

[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: 3.6. Result ID: 69afc3f36dbb7075b9579b26.

[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: 3.3. Result ID: 69afc3f36dbb7075b9579b27.

[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: 3. Result ID: 69afc3f36dbb7075b9579b20.

[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: 2.6. Result ID: 69afc3f36dbb7075b9579b14.

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

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

### KOCG-TOP-1

POL: 2.6. Result ID: 69afc3f36dbb7075b9579b1f.

[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: 2. Result ID: 69afc3f36dbb7075b9579b13.

[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.
