# Audio Deepfake Detection on ADD 2023 R1 (EER) Source: [Audio Deepfake Detection on ADD 2023 R1 (EER)]() Collection index: [llms.txt]() Data updated: 2026-03-09T08:10:41.894Z Evaluation of Audio Deepfake Detection performance using the ADD 2023 R1 dataset, reporting Equal Error Rate (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 | Audio Deepfake Detection | | Dataset (including any stated split) | ADD 2023 R1 | | Metric | EER | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 19 of 19 | | 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](): Lower is better; unit: PERCENT. ## Recorded results | Method | EER | Result date | Report paper | | --- | --- | --- | --- | | DF-Arena 500M | 7.47 | Not recorded | 69ae53e32d603e6de3e428fe | | DF-Arena 100M-V1 | 8.9 | Not recorded | 69ae53e32d603e6de3e428fe | | MoLEX | 11.11 | Not recorded | 69ae53e32d603e6de3e428fe | | mHuBERT-Iter1 | 11.47 | Not recorded | 69ae53e32d603e6de3e428fe | | W2V2-TCM | 11.61 | Not recorded | 69ae53e32d603e6de3e428fe | | W2V2-AASIST | 12.43 | Not recorded | 69ae53e32d603e6de3e428fe | | WavLM-Base+ | 13.95 | Not recorded | 69ae53e32d603e6de3e428fe | | mHuBERT-Iter2 | 14.43 | Not recorded | 69ae53e32d603e6de3e428fe | | HuBERT-Base | 14.63 | Not recorded | 69ae53e32d603e6de3e428fe | | mHuBERT-Final | 14.89 | Not recorded | 69ae53e32d603e6de3e428fe | | WavLM-Base | 16.68 | Not recorded | 69ae53e32d603e6de3e428fe | | XLSR+SLS | 19.37 | Not recorded | 698575c7c97a0b3e3b5d5dbb | | ResembleAI-2B | 21.07 | Not recorded | 69ae53e32d603e6de3e428fe | | HyperPotter | 21.49 | Not recorded | 698575c7c97a0b3e3b5d5dbb | | XLSR+Mamba | 21.84 | Not recorded | 698575c7c97a0b3e3b5d5dbb | | XLSR+Conformer+TCM | 23.43 | Not recorded | 698575c7c97a0b3e3b5d5dbb | | Wav2Vec2+AASIST(Baseline) | 25.55 | Not recorded | 698575c7c97a0b3e3b5d5dbb | | Wav2Vec2+AASIST | 27.74 | Not recorded | 698575c7c97a0b3e3b5d5dbb | | XLSR+BiCrossMamba | 29.44 | Not recorded | 698575c7c97a0b3e3b5d5dbb | ### DF-Arena 500M EER: 7.47. Result ID: 69ae806d6dbb7075b95683dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### DF-Arena 100M-V1 EER: 8.9. Result ID: 69ae806d6dbb7075b95683dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### MoLEX EER: 11.11. Result ID: 69ae806d6dbb7075b95683db. [Reporting paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### mHuBERT-Iter1 EER: 11.47. Result ID: 69ae806d6dbb7075b95683df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### W2V2-TCM EER: 11.61. Result ID: 69ae806d6dbb7075b95683d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### W2V2-AASIST EER: 12.43. Result ID: 69ae806d6dbb7075b95683d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### WavLM-Base+ EER: 13.95. Result ID: 69ae806d6dbb7075b95683e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### mHuBERT-Iter2 EER: 14.43. Result ID: 69ae806d6dbb7075b95683e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### HuBERT-Base EER: 14.63. Result ID: 69ae806d6dbb7075b95683de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### mHuBERT-Final EER: 14.89. Result ID: 69ae806d6dbb7075b95683e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### WavLM-Base EER: 16.68. Result ID: 69ae806d6dbb7075b95683e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### XLSR+SLS EER: 19.37. Result ID: 6999fd1b5698665ec47ed297. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"340"}. This record does not assert independent reproduction. ### ResembleAI-2B EER: 21.07. Result ID: 69ae806d6dbb7075b95683da. [Reporting paper]() Recorded evaluation configuration: {"Training Protocol":"Protocol 2 (multi-dataset)"}. This record does not assert independent reproduction. ### HyperPotter EER: 21.49. Result ID: 6999fd1b5698665ec47ed29b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"317.87"}. This record does not assert independent reproduction. ### XLSR+Mamba EER: 21.84. Result ID: 6999fd1b5698665ec47ed298. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"319"}. This record does not assert independent reproduction. ### XLSR+Conformer+TCM EER: 23.43. Result ID: 6999fd1b5698665ec47ed296. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"319"}. This record does not assert independent reproduction. ### Wav2Vec2+AASIST(Baseline) EER: 25.55. Result ID: 6999fd1b5698665ec47ed29a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"317.84"}. This record does not assert independent reproduction. ### Wav2Vec2+AASIST EER: 27.74. Result ID: 6999fd1b5698665ec47ed295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"317.84"}. This record does not assert independent reproduction. ### XLSR+BiCrossMamba EER: 29.44. Result ID: 6999fd1b5698665ec47ed299. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"318.21"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.