AI projects from Hugging Face

EmbeddingGemma 2 Typed Decisions

mrm8488 · Kit

A 272M model, fine-tuned from EmbeddingGemma 2, that reads the state of a workflow and a schema of questions and returns a typed answer with a calibrated confi…

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…

MERT-v2-FullSong

m-a-p · Kit

A music encoder that turns whole songs of 30 to 360 seconds into numeric features at frame or recording level. It suits music AI researchers and developers wor…

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…

Mimi

kyutai · Kit

A neural audio codec from Kyutai that squeezes speech into compact audio tokens and decodes them back. It suits researchers and developers building speech lang…

MANTA-27B

gevaertlab · Kit

Scores the answer options of medical questions from text or images in one pass, without writing text. A research model from Stanford's Gevaert Lab, not a medic…

SenseNova-U1.5-8B-MoT-TailSteer

sensenova · Kit

An image generation and editing model that stays steadier across many successive edits, built on SenseNova-U1.5-8B-MoT with the same loading steps. For designe…

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…

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,…

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…

Ming-3.0-audio-flash

inclusionAI · Kit

Listens to audio plus a text instruction and returns text, or text with synthesized speech. Covers speech recognition, spoken questions and audio reasoning in…

d3-flash

vllm-sr · Kit

A 9B model that answers several choice, yes or no and score questions about text, images or video in one call, returning a probability for every answer instead…

d3

vllm-sr · Kit

Answers choice, yes-or-no and score questions about text, images or video in one call, returning a probability for each answer instead of text. A 27B decision…

CLAP2-L

laion · Kit

A 340M-parameter audio-text model from LAION that places sounds and English text in one embedding space, for zero-shot audio classification, audio-text search…

d3-ultra

vllm-sr · Kit

Answers many questions about one text, image or video input at once, with a probability for each answer and no generated text. A 27B multimodal decision model…

d3-mini

vllm-sr · Kit

Answers choice, yes or no, and score questions about text, images and video in one call, returning a probability for each answer instead of generated text. For…

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…

SheetSage2

m-a-p · Kit

Turns a music recording into an editable lead sheet with melody, chords, beats, key and structure, as ABC and MIDI files plus timed notes. A 57.2M model built…

Llama-V-JEPA-LM-Qwen3-4B

kkt94 · Kit

Answers questions about video clips with a 5.1B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-4B-Instruct-2507, for people who need video underst…

Llama-V-JEPA-LM-Qwen3-1.7B

kkt94 · Kit

Answers questions about video clips with a 2B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-1.7B, for people who need video understanding on one…