# Synthetic speech attribution and open-set detection on DiffSSD (test) Source: [Synthetic speech attribution and open-set detection on DiffSSD (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:42.828Z Evaluation of synthetic speech attribution and open-set detection performance on the test split of the DiffSSD dataset, reporting metrics like ACC, F1, and EER. 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 | Synthetic speech attribution and open-set detection | | Dataset (including any stated split) | DiffSSD (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [EER](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SIGNAL (Mamba-B) | 95.52 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (wav2vec 2.0) | 94.38 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Whisper) | 94.19 | Not recorded | 6965d1af6343fa78c83238a0 | | Whisper | 93.64 | Not recorded | 6965d1af6343fa78c83238a0 | | wav2vec 2.0 | 93.4 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-B | 93.4 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (WavLM) | 91.21 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-B | 89.41 | Not recorded | 6965d1af6343fa78c83238a0 | | WavLM | 89.37 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Mamba-S) | 89.24 | Not recorded | 6965d1af6343fa78c83238a0 | | wav2vec 2.0 | 87.76 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Mamba-T) | 87.37 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-S | 87.26 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-T | 85.51 | Not recorded | 6965d1af6343fa78c83238a0 | | Whisper | 85.41 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Unispeech) | 82.63 | Not recorded | 6965d1af6343fa78c83238a0 | | WavLM | 82.43 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (X-vector) | 81.59 | Not recorded | 6965d1af6343fa78c83238a0 | | Unispeech | 81.38 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-T | 80.91 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-S | 80.66 | Not recorded | 6965d1af6343fa78c83238a0 | | X-vector | 80.23 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (ECAPA) | 77.61 | Not recorded | 6965d1af6343fa78c83238a0 | | X-vector | 76.39 | Not recorded | 6965d1af6343fa78c83238a0 | | Unispeech | 75.13 | Not recorded | 6965d1af6343fa78c83238a0 | | ECAPA | 75.03 | Not recorded | 6965d1af6343fa78c83238a0 | | ECAPA | 72.88 | Not recorded | 6965d1af6343fa78c83238a0 | ### SIGNAL (Mamba-B) Accuracy: 95.52. Result ID: 699a15e45698665ec49a12d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (wav2vec 2.0) Accuracy: 94.38. Result ID: 699a15e45698665ec49a12ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (Whisper) Accuracy: 94.19. Result ID: 699a15e45698665ec49a12cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Whisper Accuracy: 93.64. Result ID: 699a15e45698665ec49a12c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### wav2vec 2.0 Accuracy: 93.4. Result ID: 699a15e45698665ec49a12c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-B Accuracy: 93.4. Result ID: 699a15e45698665ec49a12ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### SIGNAL (WavLM) Accuracy: 91.21. Result ID: 699a15e45698665ec49a12cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Mamba-B Accuracy: 89.41. Result ID: 699a15e45698665ec49a12c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### WavLM Accuracy: 89.37. Result ID: 699a15e45698665ec49a12c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### SIGNAL (Mamba-S) Accuracy: 89.24. Result ID: 699a15e45698665ec49a12d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### wav2vec 2.0 Accuracy: 87.76. Result ID: 699a15e45698665ec49a12bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (Mamba-T) Accuracy: 87.37. Result ID: 699a15e45698665ec49a12d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Mamba-S Accuracy: 87.26. Result ID: 699a15e45698665ec49a12c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-T Accuracy: 85.51. Result ID: 699a15e45698665ec49a12c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Whisper Accuracy: 85.41. Result ID: 699a15e45698665ec49a12b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (Unispeech) Accuracy: 82.63. Result ID: 699a15e45698665ec49a12cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### WavLM Accuracy: 82.43. Result ID: 699a15e45698665ec49a12bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (X-vector) Accuracy: 81.59. Result ID: 699a15e45698665ec49a12cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Unispeech Accuracy: 81.38. Result ID: 699a15e45698665ec49a12c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-T Accuracy: 80.91. Result ID: 699a15e45698665ec49a12bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### Mamba-S Accuracy: 80.66. Result ID: 699a15e45698665ec49a12c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### X-vector Accuracy: 80.23. Result ID: 699a15e45698665ec49a12c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### SIGNAL (ECAPA) Accuracy: 77.61. Result ID: 699a15e45698665ec49a12d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### X-vector Accuracy: 76.39. Result ID: 699a15e45698665ec49a12bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### Unispeech Accuracy: 75.13. Result ID: 699a15e45698665ec49a12ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### ECAPA Accuracy: 75.03. Result ID: 699a15e45698665ec49a12c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### ECAPA Accuracy: 72.88. Result ID: 699a15e45698665ec49a12be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.