Mindket

AI projects from Hugging Face

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Clef-GGUF

ggml-org · Kit

GGUF files of Cloudflare's Clef decision model, which takes image and text input. Served with llama.cpp tools and called through a decision API path. For devel…

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Runs a 27B model that reads images and text, in FP8 for vLLM. It reasons with far fewer tokens than a Qwen model of the same size. Made for people who host the…

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Kvark-Sparkle-1.0-27B

Egzakta · Kit

Reasons over images and text with fewer thinking tokens than its base Qwen3.8-27B, so answers arrive in about half the time at similar accuracy, per its card.…

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Rukopys-OCR-4B

ebinan92 · Kit

Reads Ukrainian handwritten documents from images, finds each text region, labels its type and returns the transcriptions as structured JSON. An open 4B vision…

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Surya OCR 2.5

datalab-to · Kit

Reads text from document images with a 689M parameter model, and also finds text lines, layout blocks and reading order. Suits developers who turn scans and ph…

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lift

datalab-to · Kit

Pulls structured data out of PDFs and images. You supply a JSON schema, and it returns an object that matches it. A 9.7B vision-language model from Datalab for…

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GGUF copies of Qwen3.5-9B, a model that reads text and images, compressed with ByteShape's ShapeLearn for llama.cpp. Variants for GPUs and CPUs, from about 3 G…

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Dolphin

ByteDance · Kit

Reads a document page image and extracts its text, tables, formulas and figures in reading order, in two stages. A compact 398M model for Chinese and English d…

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UI-TARS-1.5-7B

ByteDance-Seed · Kit

An open multimodal agent model that reads screenshots and decides what to do in apps, browsers, phones and games. For developers building computer-use and GUI…

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Qwen3.5-4B GGUF

bartowski · Kit

Imatrix GGUF quantizations of Qwen3.5-4B, a 4.3B image-text model with MTP layers, with the 4-bit file near 3 GB. For people who run a small model locally.

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Quantized GGUF files of Google's Gemma 4 31B instruction model, from 17.15 GB to 61.41 GB, made by bartowski with an importance matrix. Reads images and text.…

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Cloudflare clef GGUF

bartowski · Kit

Static GGUF quantizations of Cloudflare's clef decision model, which scores every answer option to typed questions about a state in one pass instead of writing…

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Reads images and text and reasons about them, with about 3B of its 29.7B parameters active at a time. Covers chart reading, STEM problems from photos, visual g…

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OvisOCR2

ATH-MaaS · Kit

Document parsing model that reads a page image and writes Markdown in reading order, covering text, formulas and tables. About 0.8B parameters, run through vLL…

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Runs Qwen3.8-27B as a smaller MXFP4-quantized copy made with AMD Quark and AWQ, served through vLLM. Made for developers who want a compressed 27B vision-langu…

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Surya 2.5 GGUF

datalab-to · Kit

Reads text, tables and layout from document images and returns it as text. GGUF builds of the Surya 2.5 OCR model for llama.cpp, for people who run document OC…

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Qwen3.5-35B-A3B-GGUF

unsloth · Kit

Reads text and images, writes code and calls tools on your own machine, as Unsloth's refreshed GGUF files for the Qwen3.5 35B-A3B vision-language model. For de…

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MinerU2.5-Pro

opendatalab · Kit

Reads document page images and returns text, as a 1.2B-parameter model built for document parsing in Chinese and English. It suits teams that turn scanned page…

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Molmo2-8B

allenai · Kit

Answers questions about images, video and several images at once, and can point to things it finds. Made for developers who want an open 8B vision-language mod…

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Ara-JEV

AhmedReda25300 · Kit

Picks the best answer label from a short Arabic situation, a question and optional choices. Made for developers who route or decide Arabic tasks with a small 0…

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Packs Qwen3.8-27B as llama.cpp GGUF files in eight sizes from 8.95 to 16.35 GiB, plus a vision projector. The author reports less drift from the BF16 model tha…

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Occamy-1.0

Accio-Lab · Kit

An open 35B image and text model from Accio-Lab, based on Qwen3.6-35B-A3B, in BF16, GGUF, FP8, NVFP4 and MLX formats. For teams that serve a large model.

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Smaug-Decisions

abacusai · Kit

Answers a typed question about audio, an image or text with a probability for each option, in one pass and with no generated text. A 4B decision model fine-tun…

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Runs GLM-5.3-Flash with a 256k-token context and image input on one DGX Spark, using a mixed 2.31 bits-per-weight EXL3 build. For people hosting a large model…

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Laplace-1-Atlas

JuneoAI · Kit

Helps organizations decide who does a task, who sees information, what runs and what gets accepted, by scoring candidate options in one pass. A 27.4B model bui…

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Tessera-27B-B-CJK-RL

ZelligeAI · Kit

Runs coding-agent loops with a 27B model that thinks in a compressed English and Chinese shorthand, so it spends fewer thinking tokens per turn. For developers…

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Qwen3.6-27B-MTP-GGUF

unsloth · Kit

Codes and reasons with Qwen3.6 27B in GGUF files by Unsloth that carry multi-token prediction, which the card says speeds up replies about 1.5 to 2 times with…

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Qwen3.5-0.8B-MTP-GGUF

unsloth · Kit

Runs the small Qwen3.5 0.8B vision-language model in llama.cpp with multi-token prediction for faster generation, as Unsloth's GGUF files. For developers testi…

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Muse Glimmer 30B GGUF

unsloth · Kit

Runs a 30B agent model locally that reads text and images, calls tools and retries failed calls, from Unsloth's GGUF files. For developers building local agent…

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Runs Google's Gemma 4 31B instruction model from Unsloth's 4-bit QAT GGUF files, with an included drafter for faster speculative decoding in llama.cpp. For peo…

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GameScaling

THUSI-Lab · Kit

A small vision-language model built on Qwen3.5-0.8B from a research project on continued pre-training for embodied agents in many virtual game worlds. For rese…

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A vision-language model that reads images, documents and video together with a text question and answers in text. Suits developers who build apps around charts…

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Xiaomi-OCR-0-GGUF

prithivMLmods · Kit

Provides GGUF files of Xiaomi-OCR-0, a compact 0.8B vision-language model for reading documents and text in images, in sizes from about 466 MB to 1.52 GB. For…

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Copernicus (31B)

Poindexter-Labs · Kit

Returns structured decisions from plain-language context: pick one option, judge a yes or no claim, or score an item against a rubric. For developers building…

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MiniCPM-V-4.7-1B-gguf

openbmb · Kit

Runs a 1B vision-language model through llama.cpp, answering text prompts about images. GGUF files in many quant sizes, for developers and hobbyists who want a…

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MiniCPM-OCR Jev GGUF

openbmb · Kit

Scores OCR readings of text, formula and table regions with a quality value between 0 and 1, in GGUF files for llama.cpp. For people who check OCR results on t…

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OneJev1.6-4B

OmniJev · Kit

Reads a screenshot, photo, video or text with a few typed questions and returns a probability for each answer option in one pass. Built for developers of scree…

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OneJev1.6-27B

OmniJev · Kit

Reads a screenshot, photo, video or text plus your typed questions and returns a probability for each answer option, such as what an agent should do next or wh…

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OneJev1.6-0.8B

OmniJev · Kit

Answers typed questions about a screenshot, photo, video or text with a probability for each option. It suits developers who need fast decisions in an agent lo…

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VLX-Seek-1.5-10B

omlab · Kit

Finds and points at objects in images by choosing among candidate regions, and answers None when the target is absent. For drone, robot and surveillance camera…

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NV-Reason-CT

nvidia · Kit

Reads chest and abdominal CT volumes to write structured radiology reports, answer questions and explain its reasoning. For researchers and developers working…

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Comet 60B

MultiverseComputingCAI · Kit

A 61.1B multimodal model from Multiverse Computing, a compressed version of NVIDIA's Nemotron 3.5 Super that takes text, image and video and keeps about 12B pa…

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Qwen3.6-35B-A3B-8bit (MLX)

mlx-community · Kit

8-bit MLX conversion of Qwen3.6-35B-A3B that reads text and images and answers in text, run with the mlx-vlm tool. For developers who want to run a large visio…

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Tess-4.5-27B GGUF

migtissera · Kit

GGUF builds of Tess-4.5, a 27B open-weights coding and agent model, for llama.cpp, with a vision projector and optional draft heads for faster generation. They…

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Fara1.5-9B

microsoft · Kit

A computer use agent model from Microsoft Research that reads browser screenshots and picks the next click, typing or scroll to finish web tasks. It suits deve…

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Quantized copy of GLM-5.3-Flash in EXL3 format, 156 GB, with narrower routed experts, about 11 percent smaller than the same lab's 4-bit version. For people ru…

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LongCat-2.5-W4A4

meituan-longcat · Kit

Multimodal mixture-of-experts model for long agentic tasks such as codebase work, full project builds and creative design, in a compressed W4A4 build. For team…

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KAT-Coder-V2.5-Dev

Kwaipilot · Kit

An open-weight coding model from Kwaipilot, a mixture-of-experts with 35B total and 3B active parameters, tuned for agentic coding and fewer tool-call glitches…

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Debugs and reviews code by checking real files before it proposes a fix, a Qwen3.8-27B fine-tune trained on 195M tokens of reasoning traces. For developers who…

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