# Synthetic speech attribution and open-set detection on DiffSSD (ID/OOD) Source: [Synthetic speech attribution and open-set detection on DiffSSD (ID/OOD)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:42.848Z Evaluation of synthetic speech attribution and open-set detection performance on the ID/OOD split of the DiffSSD dataset, reporting 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 (ID/OOD) | | 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) | 88.91 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Mamba-S) | 86.54 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Mamba-T) | 80.17 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Whisper) | 76.67 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (WavLM) | 74.28 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-S | 72.75 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-B | 72.56 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (wav2vec 2.0) | 72.05 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-T | 71.92 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-B | 71.22 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-S | 69.95 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-T | 67.91 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (X-vector) | 64.66 | Not recorded | 6965d1af6343fa78c83238a0 | | Whisper | 64.13 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Unispeech) | 63.15 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (ECAPA) | 62.36 | Not recorded | 6965d1af6343fa78c83238a0 | | Whisper | 60.36 | Not recorded | 6965d1af6343fa78c83238a0 | | wav2vec 2.0 | 54.01 | Not recorded | 6965d1af6343fa78c83238a0 | | WavLM | 53.27 | Not recorded | 6965d1af6343fa78c83238a0 | | X-vector | 52.34 | Not recorded | 6965d1af6343fa78c83238a0 | | wav2vec 2.0 | 50.37 | Not recorded | 6965d1af6343fa78c83238a0 | | X-vector | 49.22 | Not recorded | 6965d1af6343fa78c83238a0 | | WavLM | 49.19 | Not recorded | 6965d1af6343fa78c83238a0 | | Unispeech | 47.28 | Not recorded | 6965d1af6343fa78c83238a0 | | Unispeech | 43.14 | Not recorded | 6965d1af6343fa78c83238a0 | | ECAPA | 42.69 | Not recorded | 6965d1af6343fa78c83238a0 | | ECAPA | 38.01 | Not recorded | 6965d1af6343fa78c83238a0 | ### SIGNAL (Mamba-B) Accuracy: 88.91. Result ID: 699a15e45698665ec49a12ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (Mamba-S) Accuracy: 86.54. Result ID: 699a15e45698665ec49a12ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (Mamba-T) Accuracy: 80.17. Result ID: 699a15e45698665ec49a12ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (Whisper) Accuracy: 76.67. Result ID: 699a15e45698665ec49a12e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (WavLM) Accuracy: 74.28. Result ID: 699a15e45698665ec49a12ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Mamba-S Accuracy: 72.75. Result ID: 699a15e45698665ec49a12e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-B Accuracy: 72.56. Result ID: 699a15e45698665ec49a12dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (wav2vec 2.0) Accuracy: 72.05. Result ID: 699a15e45698665ec49a12e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Mamba-T Accuracy: 71.92. Result ID: 699a15e45698665ec49a12e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-B Accuracy: 71.22. Result ID: 699a15e45698665ec49a12e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-S Accuracy: 69.95. Result ID: 699a15e45698665ec49a12db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### Mamba-T Accuracy: 67.91. Result ID: 699a15e45698665ec49a12da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (X-vector) Accuracy: 64.66. Result ID: 699a15e45698665ec49a12e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Whisper Accuracy: 64.13. Result ID: 699a15e45698665ec49a12dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### SIGNAL (Unispeech) Accuracy: 63.15. Result ID: 699a15e45698665ec49a12e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (ECAPA) Accuracy: 62.36. Result ID: 699a15e45698665ec49a12eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Whisper Accuracy: 60.36. Result ID: 699a15e45698665ec49a12d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### wav2vec 2.0 Accuracy: 54.01. Result ID: 699a15e45698665ec49a12e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### WavLM Accuracy: 53.27. Result ID: 699a15e45698665ec49a12e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### X-vector Accuracy: 52.34. Result ID: 699a15e45698665ec49a12df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### wav2vec 2.0 Accuracy: 50.37. Result ID: 699a15e45698665ec49a12d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### X-vector Accuracy: 49.22. Result ID: 699a15e45698665ec49a12d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### WavLM Accuracy: 49.19. Result ID: 699a15e45698665ec49a12d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### Unispeech Accuracy: 47.28. Result ID: 699a15e45698665ec49a12de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Unispeech Accuracy: 43.14. Result ID: 699a15e45698665ec49a12d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### ECAPA Accuracy: 42.69. Result ID: 699a15e45698665ec49a12e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### ECAPA Accuracy: 38.01. Result ID: 699a15e45698665ec49a12d9. [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.