AI projects from Hugging Face

Jev-Omni

akhilaaa3 · Kit

Answers a question about text, an image, audio or video by giving a probability for each option you list, instead of writing an explanation. A 12B classifier b…

Kev-4B

jaredpalmer · Kit

Reads a document and typed questions, then returns a calibrated probability for each answer option in one pass, without writing text. A Qwen3.5-4B based decisi…

GLiNER2.5-Decide

fastino · Kit

Classifies English text against any label set you pass in, such as intent, routing, sentiment or urgency, in one pass with no prompt template. A small speciali…

joey-1

baselabs · Kit

Returns calibrated probabilities for yes-or-no, multiple-choice and scored questions about a text or an image, from one 2B model. For teams that route, triage…

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…

strands-decider-2B-qwen3.5-v1-2610

StrandsAgents · Kit

Makes fast decisions for agent workflows by picking among options and rating things on a scale, with a calibrated confidence for every answer. For developers w…

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…

JDI-Decision-V1

JoyIndustrial · Kit

Answers structured questions about text and images with choices and probabilities, as a decision system from JD Industrials built on Qwen3.8-27B with built-in…

OpenJev

openjev · Kit

Answers typed decisions about text, web pages and screenshots, picking a choice, a yes-or-no probability or a score from your own labels in one forward pass. F…

hs-decide-1-flash

hindsight-ai · Kit

Answers typed questions about a text state with a probability for every option in one pass, with no generated text, in eight languages. A 0.8B decision model f…

jevos-v4

feder-cr · Kit

A local decision model that answers yes-or-no, multiple-choice and score questions about a text on a laptop CPU in about 28 to 130 ms, returning a probability…

pplx-decider-v1.2

perplexity-ai · Kit

Reads a situation and several questions in one pass, then answers each with a choice, a yes or no, or a score. Built for teams that route, flag or rate incomin…

REAX 1.3

decisionmodels · Kit

Returns probabilities for the options of a decision request by running two models side by side on one GPU and averaging them. For teams that want an open decis…

elephant-1

baselabs · Kit

Answers a set of questions about a situation in one pass and returns a calibrated probability for each option. A 9B decision model from Base Labs at Baseten, t…

pplx-decider-flash-v1.2

perplexity-ai · Kit

A small Perplexity decision model built on Qwen3.5-4B that reads text and images and answers choice, yes-or-no and score questions with probabilities, for fast…

Clef-Flash

Cloudflare · Kit

Turns a state and a set of typed questions into decisions, returning a probability for every option of every question in one pass, with no free text. A 9B mult…

Clef

Cloudflare · Kit

Cloudflare's 27B multimodal model that scores the allowed answers to typed questions about a text, JSON, image or video input, instead of writing free text.

Sarvam-Prism

sarvamai · Kit

Scores every answer option for questions about a text, with a probability for each, in one forward pass. For teams that need fixed-choice decisions, such as ti…