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README.md
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pipeline_tag: text-generation
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Generative Pretrained Transformer with
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TurkuNLP Finnish GPT-3-models are a model family of pretrained monolingual GPT-style language models that are based on BLOOM-architecture.
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Note that the models are pure language models, meaning that they are not [instruction finetuned](https://arxiv.org/abs/2203.02155) for dialogue
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pipeline_tag: text-generation
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---
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Generative Pretrained Transformer with 186M parameteres for Finnish.
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TurkuNLP Finnish GPT-3-models are a model family of pretrained monolingual GPT-style language models that are based on BLOOM-architecture.
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Note that the models are pure language models, meaning that they are not [instruction finetuned](https://arxiv.org/abs/2203.02155) for dialogue
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| "13B" | 40 | 5120 | 40 | 13.3B |
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**Datasets**
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We used a combination of multiple Finnish resources.
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* Finnish Internet Parsebank https://turkunlp.org/finnish_nlp.html
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mC4 multilingual colossal, cleaned Common Crawl https://huggingface.co/datasets/mc4
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* Common Crawl Finnish https://TODO
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* Finnish Wikipedia https://fi.wikipedia.org/wiki
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* Lönnrot Projekti Lönnrot http://www.lonnrot.net/
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* ePub National library ”epub” collection
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* National library ”lehdet” collection
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* Suomi24 The Suomi 24 Corpus 2001-2020 http://urn.fi/urn:nbn:fi:lb-2021101527
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* Reddit r/Suomi submissions and comments https://www.reddit.com/r/Suomi
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* STT Finnish News Agency Archive 1992-2018 http://urn.fi/urn:nbn:fi:lb-2019041501
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* Yle Finnish News Archive 2011-2018 http://urn.fi/urn:nbn:fi:lb-2017070501
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* Yle Finnish News Archive 2019-2020 http://urn.fi/urn:nbn:fi:lb-2021050401
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* Yle News Archive Easy-to-read Finnish 2011-2018 http://urn.fi/urn:nbn:fi:lb-2019050901
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* Yle News Archive Easy-to-read Finnish 2019-2020 http://urn.fi/urn:nbn:fi:lb-2021050701
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* ROOTS TODO
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**Sampling ratios**
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|Dataset | Chars | Ratio | Weight | W.Ratio |
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|----------|--------|---------|--------|---------|
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|Parsebank | 35.0B | 16.9\% | 1.5 | 22.7\%|
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|mC4-Fi | 46.3B | 22.4\% | 1.0 | 20.0\%|
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|CC-Fi | 79.6B | 38.5\% | 1.0 | 34.4\%|
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|Fiwiki | 0.8B | 0.4\% | 3.0 | 1.0\%|
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|Lönnrot | 0.8B | 0.4\% | 3.0 | 1.0\%|
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|Yle | 1.6B | 0.8\% | 2.0 | 1.4\%|
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|STT | 2.2B | 1.1\% | 2.0 | 1.9\%|
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|ePub | 13.5B | 6.5\% | 1.0 | 5.8\%|
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|Lehdet | 5.8B | 2.8\% | 1.0 | 2.5\%|
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|Suomi24 | 20.6B | 9.9\% | 1.0 | 8.9\%|
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|Reddit-Fi | 0.7B | 0.4\% | 1.0 | 0.3\%|
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|**TOTAL** | **207.0B** | **100.0\%** | **N/A** | **100.0\%** |
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More documentation and a paper coming soon.
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