Model card: Open-weight / Proprietary
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README.md
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controlled studies in our paper. On the 14 test sets of the
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[Speech-DF-Arena](https://huggingface.co/spaces/Speech-Arena-2025/Speech-DF-Arena) leaderboard it reaches a **pooled
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EER of 4.43%** and a **mean EER of 4.28%**. Inserted into the public snapshot of 31 Oct 2026, it ranks **fourth of 28
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systems and first among open-
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(DF Arena 1B, 9.52%).
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## What is different
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Systems on the public snapshot (31 Oct 2026), ordered by pooled EER, the board's ranking.
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| System |
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| Modulate VELMA-2 |
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| Resemble Detect-3B-Omni |
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| Hiya Authenticity Verification |
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| **VeriSpoof-Base (this model)** | **
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| DLMSL SpeakSure |
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| Whispeak |
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| DF Arena 1B |
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| XLS-R + SLS |
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Average = mean of the 14 set EERs (the board's own "Average" column differs slightly for some systems).
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controlled studies in our paper. On the 14 test sets of the
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[Speech-DF-Arena](https://huggingface.co/spaces/Speech-Arena-2025/Speech-DF-Arena) leaderboard it reaches a **pooled
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EER of 4.43%** and a **mean EER of 4.28%**. Inserted into the public snapshot of 31 Oct 2026, it ranks **fourth of 28
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systems and first among open-weight ones**, with less than half the pooled EER of the next open-weight detector
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(DF Arena 1B, 9.52%).
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## What is different
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Systems on the public snapshot (31 Oct 2026), ordered by pooled EER, the board's ranking.
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| System | Availability | Params | Average EER | Pooled EER |
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|---|---|---:|---:|---:|
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| Modulate VELMA-2 | Proprietary | 0.3 B | 1.10 | 1.59 |
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| Resemble Detect-3B-Omni | Proprietary | 3 B | 2.60 | 2.10 |
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| Hiya Authenticity Verification | Proprietary | 1 B | 2.11 | 2.32 |
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| **VeriSpoof-Base (this model)** | **Open-weight** | **2.9 B** | **4.28** | **4.43** |
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| DLMSL SpeakSure | Proprietary | 0.7 B | 3.80 | 6.14 |
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| Whispeak | Proprietary | 0.1 B | 3.05 | 8.06 |
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| DF Arena 1B | Open-weight | 1 B | 5.66 | 9.52 |
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| XLS-R + SLS | Open-weight | 0.3 B | 14.01 | 16.08 |
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Average = mean of the 14 set EERs (the board's own "Average" column differs slightly for some systems).
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