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--- |
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language: |
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- fi |
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pipeline_tag: text-generation |
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license: apache-2.0 |
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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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or answering questions. |
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These models are intended to be used as foundational models that can be e.g. instruction finetuned to serve as modern chat-models. |
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All models are trained for 300B tokens. |
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**Parameters** |
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| Model | Layers | Dim | Heads | Params | |
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|--------|--------|------|-------|--------| |
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| Small | 12 | 768 | 12 | 186M | |
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| Medium | 24 | 1024 | 16 | 437M | |
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| Large | 24 | 1536 | 16 | 881M | |
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| XL | 24 | 2064 | 24 | 1.5B | |
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| ”3B” | 32 | 2560 | 32 | 2.8B | |
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| ”8B” | 32 | 4096 | 32 | 7.5B | |
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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. |
