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:
# 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
Create NOTICE
Browse files
NOTICE
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NOTICE
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most-embed-de
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Copyright (c) 2026 Malte Ostendorff
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The fine-tuning contribution in this model is licensed under the
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Creative Commons Attribution-NonCommercial 4.0 International License
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(see LICENSE-CC-BY-NC-4.0).
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Attribution: Malte Ostendorff, most-embed-de,
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https://huggingface.co/malteos/most-embed-de
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Commercial licensing: https://ostendorff.org/contact/
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Modifications: This model was fine-tuned by Malte Ostendorff (2026) on
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German retrieval data from the base model listed below. Model weights
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differ from the original.
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----------------------------------------------------------------------
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This model is a derivative of:
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nvidia/Nemotron-3-Embed-1B-BF16
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Copyright (c) 2026 NVIDIA Corporation & Affiliates
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Licensed under the OpenMDW License Agreement, version 1.1
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(see LICENSE-OpenMDW-1.1, https://openmdw.ai/license/1-1/)
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https://huggingface.co/nvidia/Nemotron-3-Embed-1B-BF16
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The base model was built with:
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mistralai/Ministral-3-3B-Instruct-2512
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Copyright (c) Mistral AI
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Licensed under the Apache License, Version 2.0
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(see LICENSE-Apache-2.0, http://www.apache.org/licenses/LICENSE-2.0)
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https://huggingface.co/mistralai/Ministral-3-3B-Instruct-2512
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