| dc.contributor.author |
Lebar Bajec, Iztok |
| dc.contributor.author |
Bajec, Marko |
| dc.date.accessioned |
2025-04-18T08:40:14Z |
| dc.date.available |
2025-04-18T08:40:14Z |
| dc.date.issued |
2025-04-17 |
| dc.identifier.uri |
http://hdl.handle.net/11356/2024 |
| dc.description |
This Conformer CTC BPE E2E Automated Speech Recognition model was trained following the NVIDIA NeMo Conformer-CTC fine-tuning recipe (for details see the official NVIDIA NeMo NMT documentation, https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/stable/asr/intro.html, and NVIDIA NeMo GitHub repository https://github.com/NVIDIA/NeMo). It provides functionality for transcribing Slovene speech to text. The starting point was the Conformer CTC BPE E2E Automated Speech Recognition model RSDO-DS2-ASR-E2E 2.0, which was fine-tuned on the Protoverb closed dataset. The model was fine-tuned for 20 epochs, which improved the performance on the Protoverb test dataset for 9.8% relative WER, and for 3.3% relative WER on the Slobench dataset. |
| dc.language.iso |
slv |
| dc.publisher |
Faculty of Computer and Information Science, University of Ljubljana |
| dc.rights |
Apache License 2.0 |
| dc.rights.uri |
https://opensource.org/licenses/Apache-2.0 |
| dc.rights.label |
PUB |
| dc.source.uri |
https://www.inst-krim.si/project/proteverb/ |
| dc.subject |
speech recognition |
| dc.subject |
NeMo |
| dc.subject |
model |
| dc.title |
Slovene Conformer CTC BPE E2E Automated Speech Recognition model PROTOVERB-ASR-E2E 1.0 |
| dc.type |
toolService |
| metashare.ResourceInfo#ContentInfo.detailedType |
tool |
| metashare.ResourceInfo#ResourceComponentType#ToolServiceInfo.languageDependent |
true |
| has.files |
yes |
| branding |
CLARIN.SI data & tools |
| contact.person |
Marko Bajec marko.bajec@fri.uni-lj.si Faculty of Computer and Information Science, University of Ljubljana |
| sponsor |
ARIS in MDP V5-2265 Proteverb – Pravni, etični in tehnološki vidiki obdelave besedilnih in govornih virov podatkov za znanstvene, raziskovalne in razvojne namene Other |
| files.count |
1 |
| files.size |
451804284 |
