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github.com/embeddings-benchmark

Massive Text Embedding Benchmark - GitHub

MTEB is a Python framework for evaluating embeddings and retrieval systems for both text and image. MTEB covers more than 1000 languages and diverse tasks, from classics like classification and clustering to use-case specialized tasks such as legal, code, or healthcare retrieval.…

docs.mteb.org/

MTEB - Massive Text Embedding Benchmark

MTEB Info We recently released mteb version 2.0.0, to see what is new check of what is new and see how to upgrade your existing code. Welcome documentation of MTEB. mteb a package for benchmark and evaluating the quality of embeddings. MTEB is the go-to documentation for evaluati…

aclanthology.org/2023.eacl-main.148/

MTEB: Massive Text Embedding Benchmark - ACL Anthology

To solve this problem, we introduce the Massive Text Embedding Benchmark (MTEB). MTEB spans 8 embedding tasks covering a total of 58 datasets and 112 languages. Through the benchmarking of 33 models on MTEB, we establish the most comprehensive benchmark of text embeddings todate.

docs.mteb.org/api/

Overview - Massive Text Embedding Benchmark - docs.mteb.org

A benchmark is a tool to evaluate an embedding model for a given use case. For instance, mteb (eng) is intended to evaluate the quality of text embedding models for broad range of English use-cases such retrieval, classification, and reranking.

deepwiki.com/embeddings-benchmark/mteb

embeddings-benchmark/mteb | DeepWiki

What is MTEB? MTEB (Massive Text Embedding Benchmark) is a comprehensive open-source framework designed to evaluate embedding models across a wide variety of tasks, languages, and modalities. It facilitates standardized, reproducible benchmarking of embedding quality for text and…

arxiv.org/abs/2210.07316

[2210.07316] MTEB: Massive Text Embedding Benchmark - arXiv.org

To solve this problem, we introduce the Massive Text Embedding Benchmark (MTEB). MTEB spans 8 embedding tasks covering a total of 58 datasets and 112 languages. Through the benchmarking of 33 models on MTEB, we establish the most comprehensive benchmark of text embeddings to date…

openreview.net/forum?id=zl3pfz4VCV

MMTEB: Massive Multilingual Text Embedding Benchmark

Text embeddings are typically evaluated on a narrow set of tasks, limited in terms of languages, domains, and task types. To circumvent this limitation and to provide a more comprehensive evaluation, we introduce the Massive Multilingual Text Embedding Benchmark (MMTEB) -- a larg…