# Polarized Community Discovery on BTC

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

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

Data updated: 2026-03-10T07:11:07.333Z

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

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

## Recorded results

| Method | POL Score | Result date | Report paper |
| --- | --- | --- | --- |
| N2PC | 30.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 29.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 29.5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 29 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 28.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 25.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 25.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 24.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 24.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| N2PC | 23.9 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 23.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 21.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| LSPCD | 20 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MO | 15.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-MA | 14.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 14.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 12.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-B | 9.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 8.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SCG-R | 6.9 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| BNC-k | 5.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| BNC-k | 5.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| BNC-k | 5.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SPONGE-k | 5.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SPONGE-k | 5.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SPONGE-k | 5.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 5 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 4.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 3.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-r | 3.6 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SPONGE-(k+1) | 1.3 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SPONGE-(k+1) | 1.1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| KOCG-TOP-1 | 1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| SPONGE-(k+1) | 1 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| BNC-(k+1) | -4.2 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| BNC-(k+1) | -9.4 | Not recorded | 68fa7c6e1e209131cea8e0bf |
| BNC-(k+1) | -10.8 | Not recorded | 68fa7c6e1e209131cea8e0bf |

### N2PC

POL Score: 30.1. Result ID: 69afc3f36dbb7075b9579aa8.

[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: 29.6. Result ID: 69afc3f36dbb7075b9579aa7.

[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-MO

POL Score: 29.5. Result ID: 69afc3f36dbb7075b9579a9e.

[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: 29. Result ID: 69afc3f36dbb7075b9579a9c.

[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 Score: 28.8. Result ID: 69afc3f36dbb7075b9579a9d.

[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 Score: 25.3. Result ID: 69afc3f36dbb7075b9579aae.

[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 Score: 25.1. Result ID: 69afc3f36dbb7075b9579aad.

[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: 24.4. Result ID: 69afc3f36dbb7075b9579aa9.

[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 Score: 24.1. Result ID: 69afc3f36dbb7075b9579aab.

[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.

### N2PC

POL Score: 23.9. Result ID: 69afc3f36dbb7075b9579aaa.

[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: 23.3. Result ID: 69afc3f36dbb7075b9579aac.

[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 Score: 21.6. Result ID: 69afc3f36dbb7075b9579a9f.

[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: 20. Result ID: 69afc3f36dbb7075b9579ab7.

[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-MO

POL Score: 15.2. Result ID: 69afc3f36dbb7075b9579ab9.

[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: 14.6. Result ID: 69afc3f36dbb7075b9579ab8.

[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: 14.2. Result ID: 69afc3f36dbb7075b9579aa0.

[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: 12.4. Result ID: 69afc3f36dbb7075b9579aaf.

[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 Score: 9.3. Result ID: 69afc3f36dbb7075b9579aba.

[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: 8.4. Result ID: 69afc3f36dbb7075b9579ab1.

[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: 8. Result ID: 69afc3f36dbb7075b9579ab0.

[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: 6.9. Result ID: 69afc3f36dbb7075b9579abb.

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

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

### BNC-k

POL Score: 5.3. Result ID: 69afc3f36dbb7075b9579aa4.

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

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

### BNC-k

POL Score: 5.2. Result ID: 69afc3f36dbb7075b9579ab4.

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

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

### BNC-k

POL Score: 5.2. Result ID: 69afc3f36dbb7075b9579abf.

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

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

### SPONGE-k

POL Score: 5.1. Result ID: 69afc3f36dbb7075b9579aa6.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa55da1e209131ce997937.md>)

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

### SPONGE-k

POL Score: 5.1. Result ID: 69afc3f36dbb7075b9579ab6.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa55da1e209131ce997937.md>)

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

### SPONGE-k

POL Score: 5.1. Result ID: 69afc3f36dbb7075b9579ac1.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa55da1e209131ce997937.md>)

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

### KOCG-TOP-r

POL Score: 5. Result ID: 69afc3f36dbb7075b9579ab2.

[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: 4.1. Result ID: 69afc3f36dbb7075b9579abc.

[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: 3.8. Result ID: 69afc3f36dbb7075b9579aa2.

[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: 3.6. Result ID: 69afc3f36dbb7075b9579abd.

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

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

### SPONGE-(k+1)

POL Score: 1.3. Result ID: 69afc3f36dbb7075b9579ac0.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa55da1e209131ce997937.md>)

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

### SPONGE-(k+1)

POL Score: 1.1. Result ID: 69afc3f36dbb7075b9579ab5.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa55da1e209131ce997937.md>)

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

### KOCG-TOP-1

POL Score: 1. Result ID: 69afc3f36dbb7075b9579aa1.

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

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

### SPONGE-(k+1)

POL Score: 1. Result ID: 69afc3f36dbb7075b9579aa5.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa55da1e209131ce997937.md>)

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

### BNC-(k+1)

POL Score: -4.2. Result ID: 69afc3f36dbb7075b9579abe.

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

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

### BNC-(k+1)

POL Score: -9.4. Result ID: 69afc3f36dbb7075b9579ab3.

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

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

### BNC-(k+1)

POL Score: -10.8. Result ID: 69afc3f36dbb7075b9579aa3.

[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.
