Record · corpus.blog/posts/01a07d5d-72e8-7140-82cd-cd9265de55f7

Train 400x faster Static Embedding Models with Sentence Transformers

Hugging Face · published 15 January 2025

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4blogs citing

First cited: 10 Aug 2025
Most recent: 26 Jan 2026
Rank this month: not ranked
Links from this post: 102
Words captured: 10,014

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In the post

Date

MixedMath: Blog

Multiple Languages and Embeddings Read at the source ↗

26 Jan 2026

stephantul.github.io

Evaluating static models on RTEB Read at the source ↗

8 Oct 2025

stephantul.github.io

Comparing PCA and MRL for static models Read at the source ↗

6 Oct 2025

stephantul.github.io

Static late interaction models Read at the source ↗

30 Sept 2025

m3at

Text embedding inference on a cheap server Read at the source ↗

14 Sept 2025

blog.wilsonl.in

Building a web search engine from scratch in two months with 3 billion neural embeddings Read at the source ↗

10 Aug 2025

Links from this post

Link

Host

https://huggingface.co/sentence-transformers/static-retrieval-mrl-en-v1

huggingface.co

https://huggingface.co/sentence-transformers/static-similarity-mrl-multilingual-v1

huggingface.co

https://huggingface.co/sentence-transformers/all-mpnet-base-v2

huggingface.co

https://huggingface.co/intfloat/multilingual-e5-small

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/static-embeddings/nano_beir_vs_speed_gpu.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/matryoshka/embedding_model.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/matryoshka/embedding_similarity.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/static-embeddings/embedding_pipeline.svg

huggingface.co

https://nlp.stanford.edu/projects/glove/

nlp.stanford.edu

https://en.wikipedia.org/wiki/Word2vec

en.wikipedia.org

https://huggingface.co/blog/Pringled/model2vec

huggingface.co

🪆 Introduction to Matryoshka Embedding Models Read at the source ↗

huggingface.co

Training and Finetuning Embedding Models with Sentence Transformers Read at the source ↗

huggingface.co

https://sbert.net/docs/sentence_transformer/training_overview.html

sbert.net

https://sbert.net/docs/package_reference/sentence_transformer/models.html

sbert.net

https://pytorch.org/docs/stable/generated/torch.nn.EmbeddingBag.html

pytorch.org

https://pytorch.org/docs/stable/generated/torch.nn.Embedding.html

pytorch.org

https://huggingface.co/BAAI/bge-large-en-v1.5

huggingface.co

https://huggingface.co/google-bert/bert-base-uncased

huggingface.co

https://huggingface.co/google-bert/bert-base-multilingual-uncased

huggingface.co

https://huggingface.co/sentence-transformers

huggingface.co

https://huggingface.co/collections/sentence-transformers/embedding-model-datasets-6644d7a3673a511914aa7552

huggingface.co

https://huggingface.co/datasets?other=sentence-transformers

huggingface.co

https://huggingface.co/spaces/mteb/leaderboard

huggingface.co

https://huggingface.co/datasets/sentence-transformers/gooaq

huggingface.co

https://huggingface.co/datasets/sentence-transformers/msmarco-co-condenser-margin-mse-sym-mnrl-mean-v1

huggingface.co

https://huggingface.co/datasets/sentence-transformers/squad

huggingface.co

https://huggingface.co/datasets/sentence-transformers/s2orc

huggingface.co

https://huggingface.co/datasets/sentence-transformers/all-nli

huggingface.co

https://huggingface.co/datasets/sentence-transformers/paq

huggingface.co

https://huggingface.co/datasets/sentence-transformers/trivia-qa

huggingface.co

https://huggingface.co/datasets/bclavie/msmarco-10m-triplets

huggingface.co

https://huggingface.co/datasets/nthakur/swim-ir-monolingual

huggingface.co

https://huggingface.co/datasets/sentence-transformers/pubmedqa

huggingface.co

https://huggingface.co/datasets/sentence-transformers/miracl

huggingface.co

https://huggingface.co/datasets/sentence-transformers/mldr

huggingface.co

https://huggingface.co/datasets/sentence-transformers/mr-tydi

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-wikititles

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-tatoeba

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-europarl

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-global-voices

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-muse

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-wikimatrix

huggingface.co

https://huggingface.co/datasets/sentence-transformers/parallel-sentences-opensubtitles

huggingface.co

https://huggingface.co/datasets/sentence-transformers/stackexchange-duplicates

huggingface.co

https://huggingface.co/datasets/sentence-transformers/quora-duplicates

huggingface.co

https://huggingface.co/datasets/sentence-transformers/wikianswers-duplicates

huggingface.co

https://huggingface.co/datasets/sentence-transformers/simple-wiki

huggingface.co

https://huggingface.co/datasets/sentence-transformers/altlex

huggingface.co

https://huggingface.co/datasets/sentence-transformers/flickr30k-captions

huggingface.co

https://huggingface.co/datasets/sentence-transformers/coco-captions

huggingface.co

https://huggingface.co/datasets/sentence-transformers/nli-for-simcse

huggingface.co

https://huggingface.co/datasets/jinaai/negation-dataset

huggingface.co

https://huggingface.co/docs/datasets/en/process

huggingface.co

https://huggingface.co/docs/datasets/main/en/package_reference/main_classes

huggingface.co

https://huggingface.co/docs/datasets/en/package_reference/loading_methods

huggingface.co

https://sbert.net/docs/sentence_transformer/loss_overview.html

sbert.net

https://sbert.net/docs/package_reference/sentence_transformer/losses.html

sbert.net

https://arxiv.org/pdf/2101.06983

arxiv.org

https://arxiv.org/pdf/2309.07597

arxiv.org

https://arxiv.org/pdf/2308.03281

arxiv.org

https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html

sbert.net

https://huggingface.co/collections/zeta-alpha-ai/nanobeir-66e1a0af21dfd93e620cd9f6

huggingface.co

https://api.wandb.ai/links/tomaarsen/b399d6ol

api.wandb.ai

https://api.wandb.ai/links/tomaarsen/9it77pl0

api.wandb.ai

https://sbert.net/docs/package_reference/sentence_transformer/SentenceTransformer.html

sbert.net

https://python.langchain.com/docs/introduction/

python.langchain.com

https://docs.llamaindex.ai/en/stable/

docs.llamaindex.ai

https://docs.haystack.deepset.ai/docs/intro

docs.haystack.deepset.ai

https://neuml.github.io/txtai/

neuml.github.io

https://python.langchain.com/api_reference/huggingface/embeddings/langchain_huggingface.embeddings.huggingface.HuggingFaceEmbeddings.html

python.langchain.com

https://docs.llamaindex.ai/en/stable/examples/embeddings/huggingface/

docs.llamaindex.ai

https://docs.llamaindex.ai/en/stable/api_reference/embeddings/huggingface/

docs.llamaindex.ai

https://docs.haystack.deepset.ai/docs/sentencetransformersdocumentembedder

docs.haystack.deepset.ai

https://docs.haystack.deepset.ai/docs/sentencetransformerstextembedder

docs.haystack.deepset.ai

https://neuml.github.io/txtai/embeddings/

neuml.github.io

https://huggingface.co/BAAI/bge-base-en-v1.5

huggingface.co

https://huggingface.co/Alibaba-NLP/gte-large-en-v1.5

huggingface.co

https://huggingface.co/minishlab/potion-base-8M

huggingface.co

https://huggingface.co/minishlab/M2V_base_output

huggingface.co

https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d

huggingface.co

https://github.com/xhluca/bm25s

github.com

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/static-embeddings/nano_beir_vs_speed_cpu.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/static-embeddings/nano_beir_matryoshka.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/static-embeddings/similarity_mteb_eval.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/static-embeddings/similarity_speed.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/static-embeddings/similarity_matryoshka.png

huggingface.co

https://sbert.net/docs/package_reference/util.html

sbert.net

https://github.com/UKPLab/sentence-transformers/blob/master/examples/sentence_transformer/training/data_augmentation/train_sts_seed_optimization.py

github.com

https://sbert.net/examples/training/distillation/README.html

sbert.net

Training and Finetuning Reranker Models with Sentence Transformers Read at the source ↗

huggingface.co

Training and Finetuning Sparse Embedding Models with Sentence Transformers Read at the source ↗

huggingface.co

Multimodal Embedding & Reranker Models with Sentence Transformers Read at the source ↗

huggingface.co

Training and Finetuning Multimodal Embedding & Reranker Models with Sentence Transformers Read at the source ↗

huggingface.co

Binary and Scalar Embedding Quantization for Significantly Faster & Cheaper Retrieval Read at the source ↗

huggingface.co

https://huggingface.co/stephantulkens

huggingface.co

https://huggingface.co/Pringled

huggingface.co

https://huggingface.co/minishlab

huggingface.co

https://huggingface.co/reach-vb

huggingface.co

https://huggingface.co/pcuenq

huggingface.co

https://huggingface.co/NohTow

huggingface.co