# Spoofed Speech Detection on PartialSpoof (Overall)

Source: [Spoofed Speech Detection on PartialSpoof (Overall)](<https://www.sota2.com/research/sota/spoofed-speech-detection-on-partialspoof-overall>)

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

Data updated: 2026-06-16T10:52:41.285Z

Evaluation of Spoofed Speech Detection performance on the Overall split of the PartialSpoof dataset, reporting metrics including EER, AUC, and F1 score.

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 | Spoofed Speech Detection |
| Dataset (including any stated split) | PartialSpoof (Overall) |
| Metric | EER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [EER](<https://www.sota2.com/research/sota/spoofed-speech-detection-on-partialspoof-overall.md?metric=EER>): Lower is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/spoofed-speech-detection-on-partialspoof-overall.md?metric=AUC>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/spoofed-speech-detection-on-partialspoof-overall.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EER | Result date | Report paper |
| --- | --- | --- | --- |
| BAM (WavLM-Large) | 3.58 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| Pyramid Model (Ours) | 3.87 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| Base Model (Ours) | 6.31 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| AGO | 6.79 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| TDL | 7.04 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| CFPRF | 7.41 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| TRACE (Proposed) | 8.08 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| w2v2-large-MLP | 9.24 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| LCNN-BLSTM (W2V2) | 9.87 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| TRACE S2 | 11.08 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| GNCL | 11.81 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| TRACE S3 | 14.68 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| LCNN-BLSTM (LFCC) | 16.21 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| TRACE S1 | 16.37 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| SELCNN-BLSTM | 16.6 | Not recorded | 6a30d91bd33dfb23e783d2ae |
| CQCC-LCNN | 27.17 | Not recorded | 6a30d91bd33dfb23e783d2ae |

### BAM (WavLM-Large)

EER: 3.58. Result ID: 6a312adffbc373592c2e6bb4.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa747e1e209131cea61ee4.md>)

Recorded evaluation configuration: {"Year":"2024","Resolution":"160 ms","Train":"PS"}. This record does not assert independent reproduction.

### Pyramid Model (Ours)

EER: 3.87. Result ID: 6a312adffbc373592c2e6bb6.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

Recorded evaluation configuration: {"Year":"2026","Resolution":"chunk","Train":"PS"}. This record does not assert independent reproduction.

### Base Model (Ours)

EER: 6.31. Result ID: 6a312adffbc373592c2e6bb5.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

Recorded evaluation configuration: {"Year":"2026","Resolution":"chunk","Train":"PS"}. This record does not assert independent reproduction.

### AGO

EER: 6.79. Result ID: 6a312adffbc373592c2e6bb2.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

Recorded evaluation configuration: {"Year":"2025","Resolution":"40 ms","Train":"PS"}. This record does not assert independent reproduction.

### TDL

EER: 7.04. Result ID: 6a312adffbc373592c2e6bb0.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713a1e209131cea4fe79.md>)

Recorded evaluation configuration: {"Year":"2024","Resolution":"160 ms","Train":"PS"}. This record does not assert independent reproduction.

### CFPRF

EER: 7.41. Result ID: 6a312adffbc373592c2e6bb1.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74481e209131cea60bd0.md>)

Recorded evaluation configuration: {"Year":"2024","Train":"PS"}. This record does not assert independent reproduction.

### TRACE (Proposed)

EER: 8.08. Result ID: 6a312adffbc373592c2e6baf.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"Year":"2026","Resolution":"20 ms"}. This record does not assert independent reproduction.

### w2v2-large-MLP

EER: 9.24. Result ID: 6a312adffbc373592c2e6bab.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be41e209131cea30f4d.md>)

Recorded evaluation configuration: {"Resolution":"160 ms","Train":"PS"}. This record does not assert independent reproduction.

### LCNN-BLSTM (W2V2)

EER: 9.87. Result ID: 6a312adffbc373592c2e6ba9.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aaf1e209131cea29bf6.md>)

Recorded evaluation configuration: {"Year":"2021","Resolution":"160 ms","Train":"PS"}. This record does not assert independent reproduction.

### TRACE S2

EER: 11.08. Result ID: 6a312adffbc373592c2e6bad.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"Year":"2026","Resolution":"20 ms"}. This record does not assert independent reproduction.

### GNCL

EER: 11.81. Result ID: 6a312adffbc373592c2e6bb3.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

Recorded evaluation configuration: {"Year":"2025","Resolution":"20 ms","Train":"PS"}. This record does not assert independent reproduction.

### TRACE S3

EER: 14.68. Result ID: 6a312adffbc373592c2e6bae.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"Year":"2026","Resolution":"20 ms"}. This record does not assert independent reproduction.

### LCNN-BLSTM (LFCC)

EER: 16.21. Result ID: 6a312adffbc373592c2e6ba8.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aaf1e209131cea29bf6.md>)

Recorded evaluation configuration: {"Year":"2021","Resolution":"160 ms","Train":"PS"}. This record does not assert independent reproduction.

### TRACE S1

EER: 16.37. Result ID: 6a312adffbc373592c2e6bac.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"Year":"2026","Resolution":"20 ms"}. This record does not assert independent reproduction.

### SELCNN-BLSTM

EER: 16.6. Result ID: 6a312adffbc373592c2e6baa.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea3088b.md>)

Recorded evaluation configuration: {"Year":"2021","Resolution":"160 ms","Train":"PS"}. This record does not assert independent reproduction.

### CQCC-LCNN

EER: 27.17. Result ID: 6a312adffbc373592c2e6ba7.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d91bd33dfb23e783d2ae.md>)

Recorded evaluation configuration: {"Resolution":"20 ms","Train":"PS"}. This record does not assert independent reproduction.

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