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Kits of AI agent skills, rules and prompts

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mSlideOn

lightonai · Kit

Turns queries and documents into sparse vectors you can search with an inverted index, across several languages and long text. A 339M multilingual retrieval mo…

New

Classifies English text, such as SST-2 sentiment, with a RoBERTa Base model whose attention is made sparse by AdaSplash, trading some accuracy for lower latenc…

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roberta-base-adasplash

Hooshaai · Kit

A RoBERTa Base sentiment classifier whose attention is swapped for a sparse AdaSplash version, which zeroes out 40% of attention weights to cut time and memory…

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Qwen3.8-27B-QSA-GSQ-RCO-GGUF

pentacoxian-dev · Kit

Runs Qwen3.8-27B with sparse attention on a single 24 GB GPU at a 262K-token context with image input, as GGUF files for people with a custom llama.cpp engine…

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LongCat-Flash-Lite-Sparse

meituan-longcat · Kit

Mixture-of-experts text model with 69B parameters, about 3B active per token, sparse attention and a 1M-token context. For teams hosting long-context models fo…

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SPARSEUP

Linkup-Platform · Kit

A 188M-parameter English sparse retrieval model from Linkup that turns queries and documents into weighted word lists for search. It scores 56.4 on BEIR, the b…

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DeepSeek-V3.2

deepseek-ai · Kit

A 685B open reasoning model from DeepSeek with sparse attention for long context and a chat template that lets it think while it calls tools. For teams that ru…

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stationhouse

alxcspr · Kit

Holds sparse autoencoder checkpoints, logs and feature census files for Marin-32B, with a TopK SAE of width 65536 for each of its 64 layers. A research archive…

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PaddleOCR-VL

PaddlePaddle · Kit

Reads document images and returns their text, in a vision-language model under one billion parameters. For people who parse English and Chinese documents with…

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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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rakedoc-nano-2

cloudraker · Kit

Parses document page images into text, tables and charts with markdown formatting. A 1.2B-parameter model with better chart extraction, for developers building…

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Qwen3.8-27B QSA BF16

higa2515 · Kit

BF16 source weights of Qwen3.8-27B with learned sparse attention indexers added, plus a reference Transformers loader, for people studying or deploying Qwen Sp…

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Typhoon OCR V2 0.8B

typhoon-ai · Kit

Parses Thai and English document pages into ordered layout elements with categories, boxes and text, using 0.8B parameters. For developers who digitize Thai pa…

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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…

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Nemotron 3.5 Parse

nvidia · Kit

Reads page images of scans, PDFs, slides and forms and returns their text, tables, chart data, reading order and boxes as Markdown, HTML or JSON. A 631M-parame…

New

Qwen3.8-27B-QSA-GGUF

higa2515 · Kit

Runs Qwen3.8-27B with sparse attention from GGUF files in Q8_0 and Unsloth Q4, Q5 and Q6 mixes, with text, image and video input. For Linux users with NVIDIA G…

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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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Inkling-Small

thinkingmachines · Kit

Reads text, images and audio and replies in text, for developers building assistants, coding tools and agents. A sparse mixture-of-experts model with 276B para…

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Xiaomi-OCR-0

xiaomi-research · Kit

Parses documents and answers questions about text in images with one 0.8B OCR model from Xiaomi, covering tables, formulas and handwriting. For developers buil…

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Unlimited-OCR

baidu · Kit

Parses document images and multi-page PDFs into text with a 3.3B vision-language model from Baidu. For developers who add OCR and document parsing to their own…

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GLM-5.3-Flash

zai-org · Kit

zai-org's natively multimodal GLM-5 series model with 320B total and 18B active parameters, with a hybrid sparse and linear attention design and a thinking bud…

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Cv Parser

asimokby · Kit

A Gradio app that reads a resume and pulls out details with several language models, split into reader, segmenter and parser files. It suits recruiters and dev…

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QwenScope

Qwen · Kit

Explore and steer the Qwen3.5-2B language model through sparse autoencoder features: compare two texts' feature activations, or push a feature into generation.…

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Xiaomi OCR 0 Demo

loongwayX · Kit

Parses images and PDFs, extracts fields and answers questions about documents with the Xiaomi-OCR-0 model, in a Docker-based document workbench that needs a GP…

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Parses uploaded page images or a PDF of up to 20 pages into laid-out Markdown, with live streaming and a rendered view, using the Unlimited-OCR-2 model. It sui…

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