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| 3 models | zoomzoom/scribe_v2_proRemove × | kreaKrea 3 EditRemove × | bosonaibosonai/higgs-audio-v3-sttRemove × |
|---|---|---|---|
| What’s different | 11 languages | Edits and combines reference images using text instructions, with optional prompt expansion, output-size controls, and reproducible generation through a seed. | 2.68B parameters · 1 language · Encoder: Whisper · Decoder: Qwen3 |
| Date | Oct 17, 2026Discovered | Oct 14, 2026Listed | Oct 17, 2026Discovered |
API prices USD · provider configuration shown below | |||
| Listed rate | See provider quotes | $0.025/ megapixelfal · all routes ↗Output + reference images | See provider quotes |
| Provider endpoints | 0 endpoints → | 1 endpoint → | 0 endpoints → |
Benchmarks Each result retains its evaluation configuration | |||
| AMI-Cleaned WER ↗English short-form; normalization unversioned | 6.08% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 7.19% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| Earnings22-Cleaned-AA-chunked WER ↗English short-form; normalization unversioned | 4.12% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 7.04% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| Gigaspeech-Cleaned WER ↗English short-form; normalization unversioned | 7.75% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 7.45% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| LS Clean WER ↗English short-form; normalization unversioned | 1.11% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 1.08% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| LS Other WER ↗English short-form; normalization unversioned | 2.24% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 2.61% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| SPGISpeech WER ↗English short-form; normalization unversioned | 1.36% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 2.07% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| URGENT2024 WER ↗English short-form; normalization unversioned | 7.99% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 11.88% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| Voice Arena Monsoon WER ↗English short-form; normalization unversioned | 3% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 3.97% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
| Voxpopuli-AA-Cleaned WER ↗English short-form; normalization unversioned | 3.08% WER ↗zoom/scribe_v2_proLeaderboard entry | Not reported | 3.73% WER ↗bosonai/higgs-audio-v3-sttLeaderboard entry |
Specifications | |||
| Context window | — | — | — |
| Max output | — | — | — |
| Parameters | — | — | 2.68B |
| Audio input | Supported | Not reported | Supported |
| Transcription | Supported | Not reported | Supported |