Model reference · open weights
xls-r-sv-robust is an open-weight audio or speech model from marinone94. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.
Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.
What it is
| Released by | marinone94 |
|---|---|
| Type | Audio & music |
| Task | Speech→text |
| Runs with | transformers |
| Released | 2022-03-02 |
| Popularity | 752 downloads / month |
| Licence | Open weights |
About
It achieves the following results on the evaluation set ("test" split, without LM):
More information needed
More information needed
More information needed
The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 2.9099 | 10.42 | 1000 | 2.8369 | 1.0 |
| 1.0745 | 20.83 | 2000 | 0.1957 | 0.1673 |
| 0.934 | 31.25 | 3000 | 0.1579 | 0.1389 |
| 0.8691 | 41.66 | 4000 | 0.1457 | 0.1290 |
| 0.8328 | 52.08 | 5000 | 0.1435 | 0.1205 |
| 0.8068 | 62.5 | 6000 | 0.1350 | 0.1191 |
| 0.7822 | 72.91 | 7000 | 0.1347 | 0.1155 |
| 0.7769 | 83.33 | 8000 | 0.1321 | 0.1131 |
| 0.7678 | 93.75 | 9000 | 0.1321 | 0.1115 |
From the published model card. Full card on the HuggingFace links in the sidebar.
Benchmarks
As published on the model card — the maker's own numbers, not measured by AxForge.
| Task | Dataset | Metric | Score |
|---|---|---|---|
| Automatic Speech Recognition | mozilla-foundation/common_voice_9_0 | Test WER | 7.720 |
| Automatic Speech Recognition | mozilla-foundation/common_voice_9_0 | Test CER | 2.610 |
| Automatic Speech Recognition | speech-recognition-community-v2/dev_data | Test WER | 16.230 |
| Automatic Speech Recognition | speech-recognition-community-v2/dev_data | Test CER | 8.210 |
| Automatic Speech Recognition | speech-recognition-community-v2/dev_data | Test WER | 15.080 |
| Automatic Speech Recognition | speech-recognition-community-v2/dev_data | Test CER | 7.510 |
Using it via the API
Once AxForge deploys xls-r-sv-robust for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (xls-r-sv-robust below is illustrative; you get the exact model name on deployment.)
$ curl -sS https://api.axforge.ai/v1/audio/transcriptions \ -H "Authorization: Bearer $AXFORGE_API_KEY" \ -F model="xls-r-sv-robust" -F file=@audio.mp3
Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.