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…
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svd-linear-attention-roberta-base-adasplash
Hooshaai · Kit
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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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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GGUF build of LiquidAI's LFM2.5-8B-A1B, a sparse mixture-of-experts model, with DavidAU's Turbo Brilliance system and 12 reasoning modes. An 8.5B beta-style re…
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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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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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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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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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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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