Sentence Similarity
Model2Vec
Safetensors
sentence-transformers
Ukrainian
static-embeddings
embeddings
retrieval
ukrainian
Instructions to use SyntaxSpirits/ukr-static-m3-64k with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Model2Vec
How to use SyntaxSpirits/ukr-static-m3-64k with Model2Vec:
from model2vec import StaticModel model = StaticModel.from_pretrained("SyntaxSpirits/ukr-static-m3-64k") embeddings = model.encode(["It's dangerous to go alone!", "It's a secret to everybody."]) print(embeddings.shape) - sentence-transformers
How to use SyntaxSpirits/ukr-static-m3-64k with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("SyntaxSpirits/ukr-static-m3-64k") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
Download NOTICE from SyntaxSpirits/ukr-static-m3-64k: direct link, hf CLI and curl.
- Browser
- Download file 3.49 kB
-
https://huggingface.co/SyntaxSpirits/ukr-static-m3-64k/resolve/main/NOTICE
- Command line
-
hf download hf://SyntaxSpirits/ukr-static-m3-64k/NOTICE
-
curl -L -o NOTICE https://huggingface.co/SyntaxSpirits/ukr-static-m3-64k/resolve/main/NOTICE
3.49 kB
| ukr-static-m3-64k | |
| Copyright (c) 2026 Oleksandr Kholodniak | |
| This model contains material derived from the following third-party works. | |
| 1. BAAI/bge-m3 (https://huggingface.co/BAAI/bge-m3) | |
| The token vectors were distilled from this model and then trained against its outputs. | |
| MIT License | |
| Copyright (c) 2022 staoxiao | |
| Permission is hereby granted, free of charge, to any person obtaining a copy | |
| of this software and associated documentation files (the "Software"), to deal | |
| in the Software without restriction, including without limitation the rights | |
| to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| copies of the Software, and to permit persons to whom the Software is | |
| furnished to do so, subject to the following conditions: | |
| The above copyright notice and this permission notice shall be included in all | |
| copies or substantial portions of the Software. | |
| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| SOFTWARE. | |
| 2. XLM-RoBERTa tokenizer (https://huggingface.co/FacebookAI/xlm-roberta-large) | |
| BGE-M3 uses this SentencePiece tokenizer. The subword pieces and the normalisation table in | |
| tokenizer.json come from it. | |
| MIT License | |
| Copyright (c) Facebook, Inc. and its affiliates. | |
| Permission is hereby granted, free of charge, to any person obtaining a copy | |
| of this software and associated documentation files (the "Software"), to deal | |
| in the Software without restriction, including without limitation the rights | |
| to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| copies of the Software, and to permit persons to whom the Software is | |
| furnished to do so, subject to the following conditions: | |
| The above copyright notice and this permission notice shall be included in all | |
| copies or substantial portions of the Software. | |
| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| SOFTWARE. | |
| 3. Training text (no passages are included in this release) | |
| FineWeb-2 (https://huggingface.co/datasets/HuggingFaceFW/fineweb-2), subset ukr_Cyrl. | |
| Contains information from FineWeb-2, which is made available under the ODC Attribution License | |
| (https://opendatacommons.org/licenses/by/1-0/). Use of FineWeb-2 is also subject to the Common Crawl | |
| Terms of Use (https://commoncrawl.org/terms-of-use). | |
| Ukrainian Wikipedia (https://huggingface.co/datasets/wikimedia/wikipedia), dump 20231101.uk, licensed | |
| under the Creative Commons Attribution-ShareAlike 4.0 International License | |
| (https://creativecommons.org/licenses/by-sa/4.0/). | |
| Word frequencies from both sources were used to choose the vocabulary, so tokenizer.json contains | |
| single Ukrainian words and subword pieces. It contains no sentences or passages from either source. | |