# Synthetic speech attribution and open-set detection on DiffSSD (dev) Source: [Synthetic speech attribution and open-set detection on DiffSSD (dev)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:11.993Z Evaluation of synthetic speech attribution and open-set detection performance on the development 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 (dev) | | Metric | ACC | | 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 - [ACC](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [EER](): Lower is better; unit: PERCENT. ## Recorded results | Method | ACC | Result date | Report paper | | --- | --- | --- | --- | | SIGNAL (Mamba-B) | 0.9811 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Whisper) | 0.9756 | Not recorded | 6965d1af6343fa78c83238a0 | | Whisper | 0.9729 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-S | 0.9641 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-B | 0.9635 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Mamba-S) | 0.961 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Mamba-T) | 0.9564 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (WavLM) | 0.9509 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-T | 0.9429 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-B | 0.9405 | Not recorded | 6965d1af6343fa78c83238a0 | | WavLM | 0.9362 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (wav2vec 2.0) | 0.9346 | Not recorded | 6965d1af6343fa78c83238a0 | | Whisper | 0.9259 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (Unispeech) | 0.9231 | Not recorded | 6965d1af6343fa78c83238a0 | | wav2vec 2.0 | 0.9205 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-S | 0.9126 | Not recorded | 6965d1af6343fa78c83238a0 | | Unispeech | 0.9126 | Not recorded | 6965d1af6343fa78c83238a0 | | WavLM | 0.9043 | Not recorded | 6965d1af6343fa78c83238a0 | | Mamba-T | 0.8932 | Not recorded | 6965d1af6343fa78c83238a0 | | wav2vec 2.0 | 0.8841 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (X-vector) | 0.8819 | Not recorded | 6965d1af6343fa78c83238a0 | | X-vector | 0.8695 | Not recorded | 6965d1af6343fa78c83238a0 | | Unispeech | 0.8614 | Not recorded | 6965d1af6343fa78c83238a0 | | SIGNAL (ECAPA) | 0.8327 | Not recorded | 6965d1af6343fa78c83238a0 | | X-vector | 0.8263 | Not recorded | 6965d1af6343fa78c83238a0 | | ECAPA | 0.8236 | Not recorded | 6965d1af6343fa78c83238a0 | | ECAPA | 0.7837 | Not recorded | 6965d1af6343fa78c83238a0 | ### SIGNAL (Mamba-B) ACC: 0.9811. Result ID: 699a15e45698665ec49a12b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (Whisper) ACC: 0.9756. Result ID: 699a15e45698665ec49a12b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Whisper ACC: 0.9729. Result ID: 699a15e45698665ec49a12a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-S ACC: 0.9641. Result ID: 699a15e45698665ec49a12ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-B ACC: 0.9635. Result ID: 699a15e45698665ec49a12af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### SIGNAL (Mamba-S) ACC: 0.961. Result ID: 699a15e45698665ec49a12b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (Mamba-T) ACC: 0.9564. Result ID: 699a15e45698665ec49a12b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### SIGNAL (WavLM) ACC: 0.9509. Result ID: 699a15e45698665ec49a12b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Mamba-T ACC: 0.9429. Result ID: 699a15e45698665ec49a12ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-B ACC: 0.9405. Result ID: 699a15e45698665ec49a12a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### WavLM ACC: 0.9362. Result ID: 699a15e45698665ec49a12ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### SIGNAL (wav2vec 2.0) ACC: 0.9346. Result ID: 699a15e45698665ec49a12b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### Whisper ACC: 0.9259. Result ID: 699a15e45698665ec49a129e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (Unispeech) ACC: 0.9231. Result ID: 699a15e45698665ec49a12b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### wav2vec 2.0 ACC: 0.9205. Result ID: 699a15e45698665ec49a12aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Mamba-S ACC: 0.9126. Result ID: 699a15e45698665ec49a12a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### Unispeech ACC: 0.9126. Result ID: 699a15e45698665ec49a12a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### WavLM ACC: 0.9043. Result ID: 699a15e45698665ec49a12a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### Mamba-T ACC: 0.8932. Result ID: 699a15e45698665ec49a12a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### wav2vec 2.0 ACC: 0.8841. Result ID: 699a15e45698665ec49a12a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (X-vector) ACC: 0.8819. Result ID: 699a15e45698665ec49a12b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### X-vector ACC: 0.8695. Result ID: 699a15e45698665ec49a12a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### Unispeech ACC: 0.8614. Result ID: 699a15e45698665ec49a129f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### SIGNAL (ECAPA) ACC: 0.8327. Result ID: 699a15e45698665ec49a12b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN + GNN"}. This record does not assert independent reproduction. ### X-vector ACC: 0.8263. Result ID: 699a15e45698665ec49a12a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"KNN"}. This record does not assert independent reproduction. ### ECAPA ACC: 0.8236. Result ID: 699a15e45698665ec49a12ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classification Head":"GNN"}. This record does not assert independent reproduction. ### ECAPA ACC: 0.7837. Result ID: 699a15e45698665ec49a12a3. [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.