voyage-4-nano
MongoDB · Kit
Multilingual text embedding model of 346M parameters from the Voyage 4 series, for semantic search and retrieval, with flexible vector sizes. For developers bu…
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AI projects from Hugging Face
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SlideOn
lightonai · Kit
An English sparse retrieval model from LightOn that turns queries and documents into sparse vectors for inverted-index search. It suits search engineers and de…
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UltraBERT-380M
dmis-lab · Kit
Predicts masked words in English text and gives you a pre-trained encoder with a 32K context to fine-tune for classification or retrieval. A fill-mask model fr…
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nomic-embed-text-v1.5
nomic-ai · Kit
Turns English text into embedding vectors for search, clustering and classification, and the vectors can be cut to a smaller size. It suits developers building…
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Question Answering from PDFs
ThePixOne · Kit
A Gradio app that answers questions from PDF files using a retrieval model and a SQuAD2 reading model, with two sample PDFs included. Suits people who want to…
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BLIP
Salesforce · Kit
Runs Salesforce's BLIP vision and language model in a Gradio page, with the training scripts for captioning, retrieval and question answering in the repository…
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Image_Retrieval
leopoldmaillard · Kit
Finds pictures similar to a query picture in a small holiday photo collection, with three saved methods named naive, bovw and cnn. For students and developers…
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Qwen3-Embedding-4B
Qwen · Kit
Turns text and code in over 100 languages into vectors for search, retrieval, classification and clustering, with adjustable vector size and task instructions,…
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harrier-oss-v1-0.6b
microsoft · Kit
Turns text in many languages into number vectors for search, clustering and similarity matching, a 0.6B embedding model from Microsoft for developers building…
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Qwen3-Reranker-0.6B
Qwen · Kit
Scores how well each passage answers a query, to put the best passages first in search and retrieval systems. A 0.6B text reranking model covering over 100 lan…
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embeddinggemma-2-GGUF
unsloth · Kit
Turns text into 768-dimensional vectors for on-device search, retrieval and clustering. The base model also covers images, video and audio. Packaged as GGUF by…
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bge-reranker-v2-m3
BAAI · Kit
Scores how well a passage answers a query so you can reorder search results, across many languages. Takes a question and a document and returns one relevance s…
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Qwen3-Embedding-8B
Qwen · Kit
Turns text into vectors for search, code retrieval, classification and clustering, in over 100 languages. The 8B model in Qwen's embedding family, with adjusta…
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KURE-Sparse-nano
nlpai-lab · Kit
A compact Korean and English sparse retrieval model that turns queries and documents into sparse vectors for search over an inverted index, for teams building…
New
Qwen3-Embedding-0.6B
Qwen · Kit
Turns text into number vectors for search, retrieval, classification and clustering, in over 100 languages including code. The smallest, 0.6B-parameter text em…
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bge-m3
BAAI · Kit
Turns text in more than 100 languages into vectors for search, from short sentences to documents of 8192 tokens. It supports dense, multi-vector and sparse ret…
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all-MiniLM-L6-v2
sentence-transformers · Kit
Turns sentences and short paragraphs into 384-dimensional vectors for semantic search, clustering and sentence similarity. For developers building English sear…
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embeddinggemma-2
google · Kit
Google DeepMind's open embedding model that places text, code, images, video and audio in one 768 number vector space, built to run on laptops and phones. Suit…
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ColPali and Vespa Visual Retrieval
vespa-engine · Kit
Demonstrates visual retrieval built on ColPali models and Vespa, as a Gradio app you can open online or run on your own computer. For search developers and res…
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Autism RAG
Shriharshan · Kit
A chatbot about autism that finds passages in a stored vector database and passes them to a small language model to answer. Suits developers and students study…
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