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HomeLLMsSolon embeddings large 0.1

Solon embeddings large 0.1

by OrdalieTech

Open source · 60k downloads · 52 likes

2.2
(52 reviews)EmbeddingAPI & Local
About

Solon embeddings large 0.1 is a cutting-edge open-source model specialized in generating embeddings for French. It excels in text similarity tasks, such as classification, reranking, and semantic similarity assessment, supported by rigorous benchmarks across nine diverse French evaluations. Its optimized approach, particularly the use of the "query: " prefix for queries, significantly enhances performance in information retrieval and contextual understanding. Designed to meet the needs of applications requiring nuanced French language analysis, it stands out for its precision and adaptability to various use cases, including sentiment analysis or intent detection. This model positions itself as a robust and accessible solution for professionals and researchers working with French.

Documentation

Solon Embeddings — large 0.1

SOTA Open source french embedding model.

Instructions :
Add "query : " before the query to retrieve to increase performance of retrieval.
No instructions needed for passages.

ModelMean Score
OrdalieTech/Solon-embeddings-large-0.10.7490
cohere/embed-multilingual-v30.7402
OrdalieTech/Solon-embeddings-base-0.10.7306
openai/ada-0020.7290
cohere/embed-multilingual-light-v30.6945
antoinelouis/biencoder-camembert-base-mmarcoFR0.6826
dangvantuan/sentence-camembert-large0.6756
voyage/voyage-010.6753
intfloat/multilingual-e5-large0.6660
intfloat/multilingual-e5-base0.6597
Sbert/paraphrase-multilingual-mpnet-base-v20.5975
dangvantuan/sentence-camembert-base0.5456
EuropeanParliament/eubert_embedding_v10.5063

These results have been obtained through 9 french benchmarks on a variety of text similarity tasks (classification, reranking, STS) :

  • AmazonReviewsClassification (MTEB)
  • MassiveIntentClassification (MTEB)
  • MassiveScenarioClassification (MTEB)
  • MTOPDomainClassification (MTEB)
  • MTOPIntentClassification (MTEB)
  • STS22 (MTEB)
  • MiraclFRRerank (Miracl)
  • OrdalieFRSTS (Ordalie)
  • OrdalieFRReranking (Ordalie)

We created OrdalieFRSTS and OrdalieFRReranking to enhance the benchmarking capabilities of French STS and reranking assessments.

(evaluation script available here : github.com/OrdalieTech/mteb)

Capabilities & Tags
transformerssafetensorsxlm-robertafeature-extractionmtebfrmodel-indextext-embeddings-inferenceendpoints_compatible
Links & Resources
Specifications
CategoryEmbedding
AccessAPI & Local
LicenseOpen Source
PricingOpen Source
Rating
2.2

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