Jina AI

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https://jina.ai/

AI & ML interests

Search foundation: embeddings, rerankers, small LMs for better search

Recent Activity

florian-hoenicke updated a model 3 days ago

jinaai/jina-embeddings-v5-omni-small

florian-hoenicke updated a model 3 days ago

jinaai/jina-embeddings-v5-omni-nano

florian-hoenicke updated a model 3 days ago

jinaai/jina-embeddings-v5-omni-small-retrieval

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Papers

jina-embeddings-v5-omni: Text-Geometry-Preserving Multimodal Embeddings via Frozen-Tower Composition

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

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jinaai 's collections 17

jina-embeddings-v5-omni

Multimodal (text + image + video + audio) embedding models aligned with jina-embeddings-v5-text-*. Two sizes, four task variants each.

jina-embeddings-v5-omni: Text-Geometry-Preserving Multimodal Embeddings via Frozen-Tower Composition

Paper • 2605.08384 • Published 12 days ago • 10
jinaai/jina-embeddings-v5-omni-small

Feature Extraction • 2B • Updated 3 days ago • 29.9k • 53
jinaai/jina-embeddings-v5-omni-nano

Feature Extraction • 1.0B • Updated 3 days ago • 18.8k • 21
jinaai/jina-embeddings-v5-omni-nano-text-matching

Feature Extraction • 0.9B • Updated 3 days ago • 11.4k • 3

jina-vlm

Jina-VLM: Small Multilingual Vision Language Model

Jina-VLM: Small Multilingual Vision Language Model

Paper • 2512.04032 • Published Dec 3, 2025 • 15
jinaai/jina-vlm

Image-Text-to-Text • 2B • Updated Apr 2 • 1.17k • 116
jinaai/jina-vlm-mlx

Image-Text-to-Text • Updated Dec 17, 2025 • 304 • 8

jina-code-embeddings

high quality code embeddings trained from code generation models

Efficient Code Embeddings from Code Generation Models

Paper • 2508.21290 • Published Aug 29, 2025 • 20
jinaai/jina-code-embeddings-1.5b

Feature Extraction • 2B • Updated Oct 2, 2025 • 84.4k • 48
jinaai/jina-code-embeddings-0.5b

Feature Extraction • 0.5B • Updated Oct 2, 2025 • 21.4k • 18
jinaai/jina-code-embeddings-1.5b-GGUF

2B • Updated Sep 4, 2025 • 9.01k • 16

jina-reranker-m0

jinaai/jina-reranker-m0

Text Classification • 2B • Updated Apr 9 • 75.8k • 118
jinaai/jina-reranker-m0-GGUF

2B • Updated Jul 29, 2025 • 869 • 13

JinaVDR (Visual Document Retrieval)

max. ~1000 images and OCR text included

jinaai/medical-prescriptions

Viewer • Updated Jul 4, 2025 • 100 • 103
jinaai/stanford_slide

Viewer • Updated Jul 4, 2025 • 1k • 114
jinaai/donut_vqa

Viewer • Updated Jul 4, 2025 • 800 • 109
jinaai/table-vqa

Viewer • Updated Jul 4, 2025 • 1k • 170

jina-embeddings-v3

Multilingual multi-task general text embedding model

jina-embeddings-v3: Multilingual Embeddings With Task LoRA

Paper • 2409.10173 • Published Sep 16, 2024 • 36
jinaai/jina-embeddings-v3

Feature Extraction • 0.6B • Updated Apr 8 • 3.5M • 1.14k
jinaai/jina-embeddings-v3-hf

Feature Extraction • Updated Apr 8 • 9.59k • 3

jina-clip

Multimodal text-image embeddings

jina-clip-v2: Multilingual Multimodal Embeddings for Text and Images

Paper • 2412.08802 • Published Dec 11, 2024 • 5
Jina CLIP: Your CLIP Model Is Also Your Text Retriever

Paper • 2405.20204 • Published May 30, 2024 • 37
jinaai/jina-clip-v2

Feature Extraction • 0.9B • Updated Apr 8 • 154k • 331
jinaai/jina-clip-v1

Feature Extraction • 0.2B • Updated Apr 8 • 77.9k • 256

jina-embeddings-v2

The V2 family of Jina Embeddings supports encoding large documents with 8k sequence length.

Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents

Paper • 2310.19923 • Published Oct 30, 2023 • 14
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings

Paper • 2402.17016 • Published Feb 26, 2024 • 5
jinaai/jina-embeddings-v2-base-en

Feature Extraction • 0.1B • Updated Jan 6, 2025 • 49.4k • 732
jinaai/jina-embeddings-v2-base-zh

Feature Extraction • 0.2B • Updated Jan 6, 2025 • 42.8k • 246

Jina Reranker v1

Neural Reranker models for English language

jinaai/jina-reranker-v1-turbo-en

Text Ranking • 37.8M • Updated Sep 10, 2025 • 18.7k • 67
jinaai/jina-reranker-v1-tiny-en

Text Ranking • 33M • Updated Sep 10, 2025 • 101k • 27

jina-embeddings-v5-text

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

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 • 215k • 165
jinaai/jina-embeddings-v5-text-nano

Feature Extraction • Updated Apr 15 • 185k • 70
jinaai/jina-embeddings-v5-text-small-text-matching

Sentence Similarity • 0.6B • Updated Apr 15 • 8.2k • 10

jina-reranker-v3

0.6B Listwise Reranker for SOTA Multilingual Retrieval

jina-reranker-v3: Last but Not Late Interaction for Document Reranking

Paper • 2509.25085 • Published Sep 29, 2025 • 9
jinaai/jina-reranker-v3

Text Ranking • Updated Mar 27 • 1.15M • 129
jinaai/jina-reranker-v3-GGUF

Text Ranking • 0.6B • Updated Oct 4, 2025 • 3.6k • 19
jinaai/jina-reranker-v3-mlx

Text Ranking • 0.6B • Updated Oct 4, 2025 • 884 • 4

jina-embeddings-v4

Universal Embeddings for Multimodal Multilingual Retrieval

jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval

Paper • 2506.18902 • Published Jun 23, 2025 • 12
jinaai/jina-embeddings-v4

Visual Document Retrieval • 4B • Updated Apr 8 • 534k • 515
jinaai/jina-embeddings-v4-text-retrieval-GGUF

3B • Updated Sep 18, 2025 • 2.28k • 24
jinaai/jina-embeddings-v4-text-matching-GGUF

3B • Updated Sep 18, 2025 • 628 • 9

JinaVDR (Visual Document Retrieval) (BEIR)

A copy of Jina VDR in BEIR format for usage with MTEB

jinaai/medical-prescriptions_beir

Viewer • Updated Jun 24, 2025 • 300 • 67
jinaai/stanford_slide_beir

Viewer • Updated Jun 24, 2025 • 1.02k • 67
jinaai/donut_vqa_beir

Viewer • Updated Jun 24, 2025 • 2.3k • 72
jinaai/table-vqa_beir

Viewer • Updated Jun 24, 2025 • 2.38k • 118

Jina Reader-LM

Convert HTML content to LLM-friendly Markdown/JSON content

ReaderLM-v2: Small Language Model for HTML to Markdown and JSON

Paper • 2503.01151 • Published Mar 3, 2025 • 4
jinaai/ReaderLM-v2

Text Generation • 2B • Updated Mar 4, 2025 • 264k • • 786
jinaai/reader-lm-1.5b

Text Generation • 2B • Updated Jan 17, 2025 • 602 • • 608
jinaai/reader-lm-0.5b

Text Generation • 0.5B • Updated Jan 6, 2025 • 246 • • 150

Jina Reranker v2

A collection of state-of-the-art multilingual neural rerankers

jinaai/jina-reranker-v2-base-multilingual

Text Ranking • 0.3B • Updated Oct 21, 2025 • 1.57M • 351

late interaction retrievers

This collection list our ColBERT like late interaction retriever models

Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever

Paper • 2408.16672 • Published Aug 29, 2024 • 9
jinaai/jina-colbert-v2

0.6B • Updated Jan 17, 2025 • 498k • 143
jinaai/jina-colbert-v2-64

0.6B • Updated Jan 6, 2025 • 2.72k • 9
jinaai/jina-colbert-v1-en

0.1B • Updated Jan 6, 2025 • 99.7k • 100

jina-embeddings-v1

A novel set of high-performance sentence embedding models.

Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models

Paper • 2307.11224 • Published Jul 20, 2023 • 6
jinaai/jina-embedding-l-en-v1

Sentence Similarity • Updated Jan 6, 2025 • 415 • 25
jinaai/jina-embedding-b-en-v1

Sentence Similarity • Updated Jan 6, 2025 • 4.53k • 8
jinaai/jina-embedding-s-en-v1

Sentence Similarity • Updated Jan 6, 2025 • 487 • 26

jina-embeddings-v5-omni

Multimodal (text + image + video + audio) embedding models aligned with jina-embeddings-v5-text-*. Two sizes, four task variants each.

jina-embeddings-v5-omni: Text-Geometry-Preserving Multimodal Embeddings via Frozen-Tower Composition

Paper • 2605.08384 • Published 12 days ago • 10
jinaai/jina-embeddings-v5-omni-small

Feature Extraction • 2B • Updated 3 days ago • 29.9k • 53
jinaai/jina-embeddings-v5-omni-nano

Feature Extraction • 1.0B • Updated 3 days ago • 18.8k • 21
jinaai/jina-embeddings-v5-omni-nano-text-matching

Feature Extraction • 0.9B • Updated 3 days ago • 11.4k • 3

jina-embeddings-v5-text

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

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 • 215k • 165
jinaai/jina-embeddings-v5-text-nano

Feature Extraction • Updated Apr 15 • 185k • 70
jinaai/jina-embeddings-v5-text-small-text-matching

Sentence Similarity • 0.6B • Updated Apr 15 • 8.2k • 10

jina-vlm

Jina-VLM: Small Multilingual Vision Language Model

Jina-VLM: Small Multilingual Vision Language Model

Paper • 2512.04032 • Published Dec 3, 2025 • 15
jinaai/jina-vlm

Image-Text-to-Text • 2B • Updated Apr 2 • 1.17k • 116
jinaai/jina-vlm-mlx

Image-Text-to-Text • Updated Dec 17, 2025 • 304 • 8

jina-reranker-v3

0.6B Listwise Reranker for SOTA Multilingual Retrieval

jina-reranker-v3: Last but Not Late Interaction for Document Reranking

Paper • 2509.25085 • Published Sep 29, 2025 • 9
jinaai/jina-reranker-v3

Text Ranking • Updated Mar 27 • 1.15M • 129
jinaai/jina-reranker-v3-GGUF

Text Ranking • 0.6B • Updated Oct 4, 2025 • 3.6k • 19
jinaai/jina-reranker-v3-mlx

Text Ranking • 0.6B • Updated Oct 4, 2025 • 884 • 4

jina-code-embeddings

high quality code embeddings trained from code generation models

Efficient Code Embeddings from Code Generation Models

Paper • 2508.21290 • Published Aug 29, 2025 • 20
jinaai/jina-code-embeddings-1.5b

Feature Extraction • 2B • Updated Oct 2, 2025 • 84.4k • 48
jinaai/jina-code-embeddings-0.5b

Feature Extraction • 0.5B • Updated Oct 2, 2025 • 21.4k • 18
jinaai/jina-code-embeddings-1.5b-GGUF

2B • Updated Sep 4, 2025 • 9.01k • 16

jina-embeddings-v4

Universal Embeddings for Multimodal Multilingual Retrieval

jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval

Paper • 2506.18902 • Published Jun 23, 2025 • 12
jinaai/jina-embeddings-v4

Visual Document Retrieval • 4B • Updated Apr 8 • 534k • 515
jinaai/jina-embeddings-v4-text-retrieval-GGUF

3B • Updated Sep 18, 2025 • 2.28k • 24
jinaai/jina-embeddings-v4-text-matching-GGUF

3B • Updated Sep 18, 2025 • 628 • 9

jina-reranker-m0

jinaai/jina-reranker-m0

Text Classification • 2B • Updated Apr 9 • 75.8k • 118
jinaai/jina-reranker-m0-GGUF

2B • Updated Jul 29, 2025 • 869 • 13

JinaVDR (Visual Document Retrieval) (BEIR)

A copy of Jina VDR in BEIR format for usage with MTEB

jinaai/medical-prescriptions_beir

Viewer • Updated Jun 24, 2025 • 300 • 67
jinaai/stanford_slide_beir

Viewer • Updated Jun 24, 2025 • 1.02k • 67
jinaai/donut_vqa_beir

Viewer • Updated Jun 24, 2025 • 2.3k • 72
jinaai/table-vqa_beir

Viewer • Updated Jun 24, 2025 • 2.38k • 118

JinaVDR (Visual Document Retrieval)

max. ~1000 images and OCR text included

jinaai/medical-prescriptions

Viewer • Updated Jul 4, 2025 • 100 • 103
jinaai/stanford_slide

Viewer • Updated Jul 4, 2025 • 1k • 114
jinaai/donut_vqa

Viewer • Updated Jul 4, 2025 • 800 • 109
jinaai/table-vqa

Viewer • Updated Jul 4, 2025 • 1k • 170

Jina Reader-LM

Convert HTML content to LLM-friendly Markdown/JSON content

ReaderLM-v2: Small Language Model for HTML to Markdown and JSON

Paper • 2503.01151 • Published Mar 3, 2025 • 4
jinaai/ReaderLM-v2

Text Generation • 2B • Updated Mar 4, 2025 • 264k • • 786
jinaai/reader-lm-1.5b

Text Generation • 2B • Updated Jan 17, 2025 • 602 • • 608
jinaai/reader-lm-0.5b

Text Generation • 0.5B • Updated Jan 6, 2025 • 246 • • 150

jina-embeddings-v3

Multilingual multi-task general text embedding model

jina-embeddings-v3: Multilingual Embeddings With Task LoRA

Paper • 2409.10173 • Published Sep 16, 2024 • 36
jinaai/jina-embeddings-v3

Feature Extraction • 0.6B • Updated Apr 8 • 3.5M • 1.14k
jinaai/jina-embeddings-v3-hf

Feature Extraction • Updated Apr 8 • 9.59k • 3

Jina Reranker v2

A collection of state-of-the-art multilingual neural rerankers

jinaai/jina-reranker-v2-base-multilingual

Text Ranking • 0.3B • Updated Oct 21, 2025 • 1.57M • 351

jina-clip

Multimodal text-image embeddings

jina-clip-v2: Multilingual Multimodal Embeddings for Text and Images

Paper • 2412.08802 • Published Dec 11, 2024 • 5
Jina CLIP: Your CLIP Model Is Also Your Text Retriever

Paper • 2405.20204 • Published May 30, 2024 • 37
jinaai/jina-clip-v2

Feature Extraction • 0.9B • Updated Apr 8 • 154k • 331
jinaai/jina-clip-v1

Feature Extraction • 0.2B • Updated Apr 8 • 77.9k • 256

late interaction retrievers

This collection list our ColBERT like late interaction retriever models

Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever

Paper • 2408.16672 • Published Aug 29, 2024 • 9
jinaai/jina-colbert-v2

0.6B • Updated Jan 17, 2025 • 498k • 143
jinaai/jina-colbert-v2-64

0.6B • Updated Jan 6, 2025 • 2.72k • 9
jinaai/jina-colbert-v1-en

0.1B • Updated Jan 6, 2025 • 99.7k • 100

jina-embeddings-v2

The V2 family of Jina Embeddings supports encoding large documents with 8k sequence length.

Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents

Paper • 2310.19923 • Published Oct 30, 2023 • 14
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings

Paper • 2402.17016 • Published Feb 26, 2024 • 5
jinaai/jina-embeddings-v2-base-en

Feature Extraction • 0.1B • Updated Jan 6, 2025 • 49.4k • 732
jinaai/jina-embeddings-v2-base-zh

Feature Extraction • 0.2B • Updated Jan 6, 2025 • 42.8k • 246

jina-embeddings-v1

A novel set of high-performance sentence embedding models.

Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models

Paper • 2307.11224 • Published Jul 20, 2023 • 6
jinaai/jina-embedding-l-en-v1

Sentence Similarity • Updated Jan 6, 2025 • 415 • 25
jinaai/jina-embedding-b-en-v1

Sentence Similarity • Updated Jan 6, 2025 • 4.53k • 8
jinaai/jina-embedding-s-en-v1

Sentence Similarity • Updated Jan 6, 2025 • 487 • 26

Jina Reranker v1

Neural Reranker models for English language

jinaai/jina-reranker-v1-turbo-en

Text Ranking • 37.8M • Updated Sep 10, 2025 • 18.7k • 67
jinaai/jina-reranker-v1-tiny-en

Text Ranking • 33M • Updated Sep 10, 2025 • 101k • 27

AI & ML interests

Recent Activity

Papers

Team members 22

jinaai 's collections 17