jina-embeddings-v5-text

jinaai 's Collections

jina-embeddings-v5-omni

jina-vlm

JinaVDR (Visual Document Retrieval) (BEIR)

Jina VDR VidoreOCR Tasks

JinaVDR (Visual Document Retrieval)

Retrieval Failures Re-Ranking Tasks

late interaction retrievers

updated Feb 27

Our 5th-gen embeddings: two lightweight multilingual models with SOTA performance in retrieval, matching, clustering, and classification.

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jina-embeddings-v5-text: Task-Targeted Embedding Distillation

Paper • 2602.15547 • Published Feb 17 • 26
jinaai/jina-embeddings-v5-text-small

Feature Extraction • Updated Apr 15 • 234k • 166
jinaai/jina-embeddings-v5-text-nano

Feature Extraction • Updated Apr 15 • 224k • 70
jinaai/jina-embeddings-v5-text-small-text-matching

Sentence Similarity • 0.6B • Updated Apr 15 • 7.81k • 10
jinaai/jina-embeddings-v5-text-small-retrieval

Sentence Similarity • 0.6B • Updated Apr 15 • 258k • 23
jinaai/jina-embeddings-v5-text-small-clustering

Feature Extraction • 0.6B • Updated Apr 15 • 3.26k • 6
jinaai/jina-embeddings-v5-text-small-classification

Text Classification • 0.6B • Updated Apr 15 • 3.48k • 3
jinaai/jina-embeddings-v5-text-nano-retrieval

Sentence Similarity • 0.2B • Updated Apr 15 • 65k • 12
jinaai/jina-embeddings-v5-text-nano-clustering

Feature Extraction • 0.2B • Updated Apr 15 • 10.4k • 5
jinaai/jina-embeddings-v5-text-nano-text-matching

Sentence Similarity • 0.2B • Updated Apr 15 • 5.11k • 6
jinaai/jina-embeddings-v5-text-nano-classification

Text Classification • 0.2B • Updated Apr 15 • 5.56k • 7
jinaai/jina-embeddings-v5-text-small-retrieval-mlx

Feature Extraction • Updated Feb 27 • 1.77k • 3
jinaai/jina-embeddings-v5-text-small-text-matching-mlx

Feature Extraction • Updated Feb 27 • 245 • 1
jinaai/jina-embeddings-v5-text-small-clustering-mlx

Feature Extraction • Updated Feb 27 • 148
jinaai/jina-embeddings-v5-text-small-classification-mlx

Feature Extraction • Updated Feb 27 • 93
jinaai/jina-embeddings-v5-text-small-retrieval-GGUF

Sentence Similarity • 0.6B • Updated Feb 25 • 1.52k • 7
jinaai/jina-embeddings-v5-text-small-text-matching-GGUF

Sentence Similarity • 0.6B • Updated Feb 25 • 812 • 2
jinaai/jina-embeddings-v5-text-small-classification-GGUF

Text Classification • 0.6B • Updated Feb 25 • 167 • 1
jinaai/jina-embeddings-v5-text-small-clustering-GGUF

Feature Extraction • 0.6B • Updated Feb 25 • 131
jinaai/jina-embeddings-v5-text-nano-retrieval-GGUF

Sentence Similarity • 0.2B • Updated Feb 27 • 654 • 1
jinaai/jina-embeddings-v5-text-nano-text-matching-GGUF

Sentence Similarity • 0.2B • Updated Feb 27 • 273 • 1
jinaai/jina-embeddings-v5-text-nano-classification-GGUF

Text Classification • 0.2B • Updated Feb 27 • 146
jinaai/jina-embeddings-v5-text-nano-clustering-GGUF

Feature Extraction • 0.2B • Updated Feb 27 • 183
jinaai/jina-embeddings-v5-text-nano-retrieval-mlx

Feature Extraction • Updated Feb 27 • 208
jinaai/jina-embeddings-v5-text-nano-text-matching-mlx

Feature Extraction • Updated Feb 27 • 185 • 1
jinaai/jina-embeddings-v5-text-nano-classification-mlx

Feature Extraction • Updated Feb 27 • 62
jinaai/jina-embeddings-v5-text-nano-clustering-mlx

Feature Extraction • Updated Feb 27 • 78
jinaai/jina-embeddings-v5-text-small-mlx

Feature Extraction • Updated Feb 27 • 423
jinaai/jina-embeddings-v5-text-nano-mlx

Feature Extraction • Updated Feb 27 • 293 • 1

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