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arXiv
June 21, 2024
Leveraging Passage Embeddings for Efficient Listwise Reranking with Large Language Models
![](/assets/paper_4.e1ffeaf5.png)
ICML 2024
May 30, 2024
Jina CLIP: Your CLIP Model Is Also Your Text Retriever
![](/assets/paper_3.b50bdc91.png)
arXiv
February 26, 2024
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings
![](/assets/paper_1.8ed04d7d.png)
arXiv
October 30, 2023
Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents
![](/assets/paper_2.59e1399a.png)
EMNLP 2023
July 20, 2023
Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models
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June 28, 2024 • 7 minutes read
Handcrafting Image Prompts Is Dead: Reverse Engineer Midjourney-style Images with PromptPerfect
From Punk Einstein to Turbo Pigeons: Use PromptPerfect Interactive to reverse engineer prompts from pictures and generate Midjourney-style images with real-time feedback.
![Alex C-G](https://jina-ai-gmbh.ghost.io/content/images/2022/09/alex.jpg)
![Colorful geometric art with blue, purple, and green shapes against a dark background, creating a vibrant, abstract compositio](https://jina-ai-gmbh.ghost.io/content/images/2024/06/PP-XL-DE--1-.jpg)
June 25, 2024 • 15 minutes read
Jina Reranker v2 for Agentic RAG: Ultra-Fast, Multilingual, Function-Calling & Code Search
Jina Reranker v2 is the best-in-class reranker built for Agentic RAG. It features function-calling support, multilingual retrieval for over 100 languages, code search capabilities, and offers a 6x speedup over v1.
![Saahil Ognawala](https://jina-ai-gmbh.ghost.io/content/images/2023/03/profile-option-2.jpg)
![Jie Fu](https://jina-ai-gmbh.ghost.io/content/images/2022/11/--.jpeg)
![Yuting Zhang](https://jina-ai-gmbh.ghost.io/content/images/2024/04/Yuting-Portrait-1.jpeg)
![Scott Martens](https://jina-ai-gmbh.ghost.io/content/images/2022/11/photo-of-me-cropped.jpg)
![Black background with word 'RERANKER' in white at left and a stylized white question mark design at the right.](https://jina-ai-gmbh.ghost.io/content/images/2024/06/Heading--39-.png)
June 19, 2024 • 11 minutes read
AI Explainability Made Easy: How Late Interaction Makes Jina-ColBERT Transparent
AI explainability and transparency are hot topics. How can we trust AI if we can't see how it works? Jina-ColBERT shows you how, with the right model architecture, you can easily make your AI spill its secrets.
![Maximilian Werk](https://jina-ai-gmbh.ghost.io/content/images/2022/11/Profile-Picture.jpg)
![Scott Martens](https://jina-ai-gmbh.ghost.io/content/images/2022/11/photo-of-me-cropped.jpg)
![Digital representation of a golden building seen through a blue and yellow mesh pattern, evoking a technological vibe.](https://jina-ai-gmbh.ghost.io/content/images/2024/06/Search-acc--3-.png)
June 05, 2024 • 8 minutes read
Jina CLIP v1: A Truly Multimodal Embeddings Model for Text and Image
Jina AI's new multimodal embedding model not only outperforms OpenAI CLIP in text-image retrieval, it's a solid image embedding model and state-of-the-art text embedding model at the same time. You don't need different models for different modalities any more.
![Sofia Vasileva](https://jina-ai-gmbh.ghost.io/content/images/2024/04/sofia-profile-pic.jpeg)
![Scott Martens](https://jina-ai-gmbh.ghost.io/content/images/2022/11/photo-of-me-cropped.jpg)
![Susana Guzmán](https://jina-ai-gmbh.ghost.io/content/images/2023/04/WhatsApp-Image-2022-12-06-at-15.46.39.jpeg)
![Abstract 3D render of a neon blue and green grid pattern on a black background, creating a sense of depth.](https://jina-ai-gmbh.ghost.io/content/images/2024/06/--.jpg)
June 03, 2024 • 6 minutes read
Implementing a Chat History RAG with Jina AI and Milvus Lite
Enhance your search applications in Python with Jina Embeddings and Reranker and lightweight, easy-to-deploy Milvus Lite.
![Francesco Kruk](https://jina-ai-gmbh.ghost.io/content/images/2024/03/Portrait-Picture_Low.jpg)
![Saahil Ognawala](https://jina-ai-gmbh.ghost.io/content/images/2023/03/profile-option-2.jpg)
![Black background with vivid geometric shapes on the sides and central logos "Embeddings," "Reranker," and "Milvus."](https://jina-ai-gmbh.ghost.io/content/images/2024/06/Blog-images--39-.jpg)
May 24, 2024 • 4 minutes read
RAG is Dead, Again?
RAG is just one algorithmic pattern you can use. But if you make it *the* algorithm and idolize it, then you are living in a bubble you created, and the bubble will burst.
![Han Xiao](https://jina-ai-gmbh.ghost.io/content/images/2022/10/Untitled-2.png)
![Cartoon of four characters in a cemetery with graves marked "RAG," mixing somber themes with humorous actions.](https://jina-ai-gmbh.ghost.io/content/images/2024/05/3c563034-52ba-4d9b-a537-07877cb2b506.webp)
May 22, 2024 • 10 minutes read
Bypass Limitations with PromptPerfect: Generate the Images the Models Don’t Want You to See
See how PromptPerfect overcomes restrictions and limitations of image generation models like Stable Diffusion XL and DALL-E 3.
![Alex C-G](https://jina-ai-gmbh.ghost.io/content/images/2022/09/alex.jpg)
![Colorful digital chain graphic with vibrant bricks against a black background, conveying energy and connectivity.](https://jina-ai-gmbh.ghost.io/content/images/2024/05/break-chain.png)
May 21, 2024 • 11 minutes read
AIR-Bench: Better Metrics for Better Search Foundation
AIR-Bench is a new approach to AI metrics that uses generative AI to make more realistic and flexible benchmarks. With AIR-Bench, you can create your own benchmarks for your own domain, and know that benchmarks data hasn't leaked into model training data.
![Scott Martens](https://jina-ai-gmbh.ghost.io/content/images/2022/11/photo-of-me-cropped.jpg)
![Abstract design with geometric shapes, white clouds, and colorful gradients on a black background, suggesting a futuristic am](https://jina-ai-gmbh.ghost.io/content/images/2024/05/cosmic--1-.jpg)
May 15, 2024 • 11 minutes read
Binary Embeddings: All the AI, 3.125% of the Fat
32-bits is a lot of precision for something as robust and inexact as an AI model. So we got rid of 31 of them! Binary embeddings are smaller, faster and highly performant.
![Sofia Vasileva](https://jina-ai-gmbh.ghost.io/content/images/2024/04/sofia-profile-pic.jpeg)
![Scott Martens](https://jina-ai-gmbh.ghost.io/content/images/2022/11/photo-of-me-cropped.jpg)
![](https://jina-ai-gmbh.ghost.io/content/images/2024/04/Blog-images.png)
May 14, 2024 • 5 minutes read
Jina Reader for Search Grounding to Improve Factuality of LLMs
Grounding is essential for GenAI apps. Our new https://s.jina.ai/ allows LLMs to access the latest knowledge from the web, enabling search grounding and making responses more trustworthy.
![Jina AI](https://jina-ai-gmbh.ghost.io/content/images/2022/08/Jjqb-JeY_400x400.jpg)
![Flowchart detailing Jina AI's info search using LLM, starting with "when was Jina AI founded?" and various process steps.](https://jina-ai-gmbh.ghost.io/content/images/2024/05/Heading--21-.png)
May 13, 2024 • 5 minutes read
Albus by Springworks: Empowering Employees with Enterprise Search
Learn how a leading HR-tech startup uses Jina AI’s models to talk with structured and unstructured data.
![Francesco Kruk](https://jina-ai-gmbh.ghost.io/content/images/2024/03/Portrait-Picture_Low.jpg)
![Saahil Ognawala](https://jina-ai-gmbh.ghost.io/content/images/2023/03/profile-option-2.jpg)
![Albus logo in white on a dark blue background, surrounded by abstract blue shapes and symbols.](https://jina-ai-gmbh.ghost.io/content/images/2024/05/19.jpg)
May 10, 2024 • 24 minutes read
What's Interesting in ICLR2024
With nearly 6000 in-person attendees, ICLR 2024 was easily the best and largest AI conference I've attended recently! Join me as I share my top picks—both the cherries and lemons—of prompt-related and model-related work from those top AI researchers.
![Han Xiao](https://jina-ai-gmbh.ghost.io/content/images/2022/10/Untitled-2.png)
![Airbnb CEO Brian Chesky and another executive smiling at a tech conference, surrounded by attendees.](https://jina-ai-gmbh.ghost.io/content/images/2024/05/Heading--20-.png)