Sentence Similarity
sentence-transformers
Safetensors
Transformers
German
English
ministral3
feature-extraction
retrieval
german
mteb
text
text-embeddings
semantic-search
rag
vllm
Instructions to use malteos/most-embed-de with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use malteos/most-embed-de with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("malteos/most-embed-de") sentences = [ "Das ist eine glückliche Person", "Das ist ein glücklicher Hund", "Das ist eine sehr glückliche Person", "Heute ist ein sonniger Tag" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Transformers
How to use malteos/most-embed-de with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("malteos/most-embed-de") model = AutoModel.from_pretrained("malteos/most-embed-de", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download NOTICE from malteos/most-embed-de: direct link, hf CLI and curl.
- Browser
- Download file 1.17 kB
-
https://huggingface.co/malteos/most-embed-de/resolve/main/NOTICE
- Command line
-
hf download hf://malteos/most-embed-de/NOTICE
-
curl -L -o NOTICE https://huggingface.co/malteos/most-embed-de/resolve/main/NOTICE
1.17 kB
| NOTICE | |
| most-embed-de | |
| Copyright (c) 2026 Malte Ostendorff | |
| The fine-tuning contribution in this model is licensed under the | |
| Creative Commons Attribution-NonCommercial 4.0 International License | |
| (see LICENSE-CC-BY-NC-4.0). | |
| Attribution: Malte Ostendorff, most-embed-de, | |
| https://huggingface.co/malteos/most-embed-de | |
| Commercial licensing: https://ostendorff.org/contact/ | |
| Modifications: This model was fine-tuned by Malte Ostendorff (2026) on | |
| German retrieval data from the base model listed below. Model weights | |
| differ from the original. | |
| ---------------------------------------------------------------------- | |
| This model is a derivative of: | |
| nvidia/Nemotron-3-Embed-1B-BF16 | |
| Copyright (c) 2026 NVIDIA Corporation & Affiliates | |
| Licensed under the OpenMDW License Agreement, version 1.1 | |
| (see LICENSE-OpenMDW-1.1, https://openmdw.ai/license/1-1/) | |
| https://huggingface.co/nvidia/Nemotron-3-Embed-1B-BF16 | |
| The base model was built with: | |
| mistralai/Ministral-3-3B-Instruct-2512 | |
| Copyright (c) Mistral AI | |
| Licensed under the Apache License, Version 2.0 | |
| (see LICENSE-Apache-2.0, http://www.apache.org/licenses/LICENSE-2.0) | |
| https://huggingface.co/mistralai/Ministral-3-3B-Instruct-2512 |