clarinsi4ai

Models and tools

← Overview · Part of CLARIN.SI resources for AI development · Data as of 22 October 2026

The repository holds encoder models, task models and speech and translation systems, but no generative LLM weights; the GaMS models referenced by the instruction sets are distributed on Hugging Face. These resources are most useful as baselines, as annotators for building training data (CLASSLA-Stanza, SPOT-Trankit), and for evaluation (SloBENCH, ASR model evaluator).

Slovenian has 37 models; Croatian 14 and Serbian 11

A multilingual model counts once for each of its languages; RSDO web-service records excluded.

Sections: Models · Tools

Models

The RSDO speech recognition, translation and punctuation models also have matching NeMo web-service records (3 records, Apache 2.0), listed in the spreadsheet.

Slovenian, including multilingual resources with Slovenian

Resource Languages Size Licence Year
Slovenian RoBERTa contextual embeddings model: SloBERTa 2.0 sl – CC BY-SA 2021
CroSloEngual BERT 1.1 hr, sl, en – CC BY 2020
The SPOT-Trankit model for linguistic processing of written and spoken Slovenian 1.3 sl – Apache 2.0 2026
CLASSLA-Stanza and CLASSLA-StanfordNLP models (39 records: lemmatisation, morphosyntax, UD/JOS parsing, NER, SRL for standard, non-standard and spoken text) sl, hr, sr, mk, bg – CC BY-SA 2019–2025
Slovene Conformer CTC BPE E2E Automated Speech Recognition model PROTOVERB-ASR-E2E 1.0 sl – Apache 2.0 2025
Slovene Conformer CTC BPE E2E Automated Speech Recognition model RSDO-DS2-ASR-E2E 2.0 sl – Apache 2.0 2022
Gail Valley dialect E2E Automatic Speech Recognition model Zila 1.0 sl – CC BY-NC-SA 2026
Face-domain-specific automatic speech recognition models sl – Apache 2.0 2023
Neural Machine Translation model for Slovene-English language pair RSDO-DS4-NMT 1.2.6 sl, en – Apache 2.0 2022
Slovene Punctuation and Capitalisation model RSDO-DS2-P&C 3.6 sl – Apache 2.0 2022
Slovene Text Normalizator RSDO-DS2-NORM 1.0 sl – Apache 2.0 2022
Slovene Text Denormalizator RSDO-DS2-DENORM 1.0 sl – Apache 2.0 2022
Slovenian text summarization models sl – CC BY-SA 2022
Fine-tuned models for extractive question answering in the Slovenian language sl – CC BY 2022
PyTorch model for Slovenian Named Entity Recognition SloNER 1.0 sl – CC BY-SA 2023
PyTorch model for Slovenian Coreference Resolution sl – CC BY 2023
Slovenian commonsense reasoning model SloMET-ATOMIC 2020 sl – Apache 2.0 2022
Text classification model SloBERTa-Trendi-Topics 1.0 sl – Apache 2.0 2022
Text classification model fastText-Trendi-Topics 1.0 sl – Apache 2.0 2022
Multilingual text genre classification model X-GENRE 10 languages – CC BY-SA 2024
Pretrained models for recognising sex education concepts SemSEX 1.0 sl – CC BY 2023
Character-level part-of-speech tagger of Slovene language sl – GPL-3.0 2019
ELMo embeddings model, Slovenian sl 1.4M words Apache 2.0 2019
ELMo embeddings models for seven languages 7 languages 7 files Apache 2.0 2019
Word embeddings CLARIN.SI-embed.sl 2.0 sl 3.5M entries CC BY-SA 2023
ccGigafida ARPA language model 1.0 sl 90.5M words CC BY 2017

Other languages

Resource Languages Size Licence Year
Word embeddings CLARIN.SI-embed.hr 2.0 hr 3.4M entries CC BY-SA 2023
Word embeddings CLARIN.SI-embed.bg 1.0 bg 2.7M entries CC BY-SA 2023
Word embeddings CLARIN.SI-embed.sr 2.0 sr 2.7M entries CC BY-SA 2023
Word embeddings CLARIN.SI-embed.mk 2.0 mk – CC BY-SA 2023

Tools

Resource Languages Licence Year
ASR model evaluator sl Apache 2.0 2022
Service for querying dependency treebanks Drevesnik 1.2 sl Apache 2.0 2025
Corpus extraction tool LIST 1.3 sl, en Apache 2.0 2024
CORDEX inflectional lookup data 1.0 sl CC BY-NC-SA 2023
R crawlers for five Slovenian web media 1.0 sl CC BY-SA 2017
ZRCola 2 sl, en, ru GPL-3.0 2016
SloBENCH evaluation framework – Apache 2.0 2021
Q-CAT Corpus Annotation Tool 1.5 – Apache 2.0 2023
Dependency tree extraction tool STARK 3.1 – Apache 2.0 2024
The Orange workflow for observing collocation trends ColTrend 1.0 – Apache 2.0 2020
The Orange workflow for observing collocation clusters ColEmbed 1.0 – Apache 2.0 2020
Font ZRCalo 1.0 – CC BY 2023
DigiLing e-Learning Hub: e-Courses for Digital Linguistics en CC BY 2019
UPSKILLS Teaching and Learning Content en CC BY 2023

Other stages: Pre-training data · Speech and multimodal data · Post-training data · Evaluation and benchmarks · Lexical and knowledge resources · Models and tools