TurkuNLP
TurkuNLP is an interdisciplinary language research group at the University of Turku. Its researchers develop Finnish language technology, large language models, text representations and methods for analysing large text collections. It is a university group, not a separate model-hosting company.
Models & tools
- FinBERT Base Cased
TurkuNLP · FinBERT
FinBERT Base Cased is a Finnish masked-language encoder with a dedicated WordPiece vocabulary.
Launch date Downloadable - FinBERT Base Uncased
TurkuNLP · FinBERT
FinBERT Base Uncased is a Finnish masked-language encoder with a dedicated WordPiece vocabulary.
Launch date Downloadable - BGE Multilingual Web Register Classifier
TurkuNLP · Web register classification
This register classifier adapts BGE-M3 RetroMAE and publishes a specific trained cross-validation fold.
Launch date not confirmedDownloadable - BGE Subregister Classifier Heads
TurkuNLP · Web register classification
This bundle contains 17 trained classifiers for subregister labels over precomputed BGE-style vectors.
Launch date not confirmedResearch releaseDownloadable - BLUUMI 176B
TurkuNLP · BLUUMI
BLUUMI adds Finnish capability to BigScience's multilingual BLOOM 176B model through continued pretraining.
Launch date not confirmedDownloadable - ECCO-BERT Base Cased
TurkuNLP · ECCO-BERT
ECCO-BERT is an English encoder trained on digitized eighteenth-century documents from the United Kingdom.
Launch date not confirmedDownloadable - English Web Register Classifier
TurkuNLP · Web register classification
The English Web Register Classifier uses a 24-label scheme trained on English CORE data.
Launch date not confirmedDownloadable - FinBERT Finnish SQuAD 2.0
TurkuNLP · FinBERT
FinBERT Finnish SQuAD 2.0 extracts answer spans from supplied text and can handle unanswerable questions.
Launch date not confirmedDownloadable - FinBERT Large Cased
TurkuNLP · FinBERT
FinBERT Large Cased increases encoder depth and width while using the same Finnish training data as FinBERT Base.
Launch date not confirmedDownloadable - FinBERT Large Toxicity
TurkuNLP · FinBERT
FinBERT Large Toxicity assigns six overlapping toxicity labels to Finnish text.
Launch date not confirmedDownloadable - FinerWeb Quality Classifier
TurkuNLP · Web quality classification
FinerWeb predicts line-level quality classes for English web text and includes a clean-score calibration component.
Launch date not confirmedDownloadable - FinGPT 13B
TurkuNLP · FinGPT
FinGPT 13B is a Finnish text-generation base model in TurkuNLP's Finnish GPT-3 series.
Launch date not confirmedDownloadable FinGPT 3B is a Finnish text-generation base model in TurkuNLP's Finnish GPT-3 series.
Launch date not confirmedDownloadableFinGPT 8B is a Finnish text-generation base model in TurkuNLP's Finnish GPT-3 series.
Launch date not confirmedDownloadable- FinGPT Large
TurkuNLP · FinGPT
FinGPT Large is a Finnish text-generation base model in TurkuNLP's Finnish GPT-3 series.
Launch date not confirmedDownloadable - FinGPT Medium
TurkuNLP · FinGPT
FinGPT Medium is a Finnish text-generation base model in TurkuNLP's Finnish GPT-3 series.
Launch date not confirmedDownloadable - FinGPT Small
TurkuNLP · FinGPT
FinGPT Small is a Finnish text-generation base model in TurkuNLP's Finnish GPT-3 series.
Launch date not confirmedDownloadable FinGPT XL is a Finnish text-generation base model in TurkuNLP's Finnish GPT-3 series.
Launch date not confirmedDownloadable- Finnish ModernBERT Base
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Base provides 16,000-token encoder inputs with 143 million parameters.
Launch date not confirmedDownloadable - Finnish ModernBERT Base EDU
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Base EDU provides 16,000-token encoder inputs with 143 million parameters and educational-data annealing.
Launch date not confirmedDownloadable - Finnish ModernBERT Base Short
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Base Short provides 8,192-token encoder inputs with 209 million parameters.
Launch date not confirmedDownloadable - Finnish ModernBERT Base Short EDU
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Base Short EDU provides 8,192-token encoder inputs with 209 million parameters and educational-data annealing.
Launch date not confirmedDownloadable - Finnish ModernBERT Large
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Large provides 16,000-token encoder inputs with 401 million parameters.
Launch date not confirmedDownloadable - Finnish ModernBERT Large 1024 Annealed
TurkuNLP · Finnish ModernBERT
This Finnish ModernBERT research release isolates annealing before context extension.
Launch date not confirmedResearch releaseDownloadable - Finnish ModernBERT Large EDU
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Large EDU provides 16,000-token encoder inputs with 401 million parameters and educational-data annealing.
Launch date not confirmedDownloadable - Finnish ModernBERT Large MS MARCO
TurkuNLP · Finnish ModernBERT
This sentence encoder adapts TurkuNLP's Finnish ModernBERT Large Short for retrieval.
Launch date not confirmedResearch releaseDownloadable - Finnish ModernBERT Large Short
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Large Short provides 8,192-token encoder inputs with 475 million parameters.
Launch date not confirmedDownloadable - Finnish ModernBERT Large Short EDU
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Large Short EDU provides 8,192-token encoder inputs with 475 million parameters and educational-data annealing.
Launch date not confirmedDownloadable - Finnish ModernBERT Tiny
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Tiny provides 16,000-token encoder inputs with 51 million parameters.
Launch date not confirmedDownloadable - Finnish ModernBERT Tiny EDU
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Tiny EDU provides 16,000-token encoder inputs with 51 million parameters and educational-data annealing.
Launch date not confirmedDownloadable - Finnish ModernBERT Tiny Short
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Tiny Short provides 8,192-token encoder inputs with 129 million parameters.
Launch date not confirmedDownloadable - Finnish ModernBERT Tiny Short EDU
TurkuNLP · Finnish ModernBERT
Finnish ModernBERT Tiny Short EDU provides 8,192-token encoder inputs with 129 million parameters and educational-data annealing.
Launch date not confirmedDownloadable - Finnish NER Extended 2020
TurkuNLP · Finnish NER
This FinBERT-based named-entity model marks 18 OntoNotes entity categories in Finnish text.
Launch date not confirmedResearch releaseDownloadable - Finnish Sentence-BERT Cased
TurkuNLP · Finnish Sentence-BERT
This Finnish sentence embedding model adapts the cased FinBERT checkpoint for paraphrase similarity.
Launch date not confirmedDownloadable - Finnish Sentence-BERT Uncased
TurkuNLP · Finnish Sentence-BERT
This Finnish sentence embedding model adapts the uncased FinBERT checkpoint for paraphrase similarity.
Launch date not confirmedDownloadable - HPLT3 Persian Quality Classifier
TurkuNLP · Web quality classification
This downloadable Persian-named quality classifier has sparse documentation and an XLM-RoBERTa Large ancestry tag.
Launch date not confirmedResearch releaseDownloadable - Megatron FinBERT 1.3B
TurkuNLP · FinBERT
Megatron FinBERT is a 1.3-billion-parameter Finnish encoder with a wider Megatron-BERT architecture.
Launch date not confirmedDownloadable - Multilingual Web Register Classifier
TurkuNLP · Web register classification
This XLM-RoBERTa Large classifier assigns hierarchical text-type labels to web documents.
Launch date not confirmedDownloadable - Register Ablation Models
TurkuNLP · Register ablations
These research models compare training on different web text types through separate repository branches.
Launch date not confirmedResearch releaseDownloadable - WikiBERT Language Models
TurkuNLP · WikiBERT
WikiBERT provides separately trained Wikipedia-based encoders for 44 published language identifiers.
Launch date not confirmedDownloadable - XLM-R English QA Extractor
TurkuNLP · QA web mining
The English QA Extractor is a separate token classifier for locating question and answer spans.
Launch date not confirmedDownloadable - XLM-R Finnish QA Extractor
TurkuNLP · QA web mining
The Finnish QA Extractor labels question and answer spans within source documents.
Launch date not confirmedDownloadable - XLM-R QA Register Selector
TurkuNLP · QA web mining
The QA Register Selector identifies documents likely to contain question-and-answer material.
Launch date not confirmedDownloadable