Maximizing Model Performance Guide
DavidAU · Kit
Guides you in tuning samplers and parameters for local language models, with steps for system prompts, reasoning models and expert settings in LM Studio, Silly…
DavidAU · Kit
Guides you in tuning samplers and parameters for local language models, with steps for system prompts, reasoning models and expert settings in LM Studio, Silly…
cyankiwi · Kit
A 4-bit AWQ quantization of Qwen3.8-27B by cyankiwi, a 27B vision-language model with thinking control. Weights are 21.02 GB and load in Transformers, vLLM or…
CobuildX-AI · Kit
Finds personal information such as names, phone numbers, Aadhaar and PAN in Indian-language and Indian English text and returns each value's position. A 16.7M-…
bartowski · Kit
Quantized GGUF files of Meta's Llama 3.1 8B Instruct for local chat, such as 4.92 GB for Q4_K_M and 8.54 GB for Q8_0. Made by bartowski with an importance matr…
allenai · Kit
Answers questions about images, videos and groups of images, and can point to what it finds. An open vision-language model from Ai2 for developers and research…
Zyphra · Kit
Turns text into natural speech in more than 30 languages, with voice cloning from a sample, using a mixture-of-experts model for low latency. Runs locally on a…
zerofata · Kit
Provides a 31.3B-parameter language model built on ReadyArt's gemma-4-31B-it-scotoma-2, for people who run models on their own hardware. The card text here doe…
typhoon-ai · Kit
Splits Thai text into morphemes, the smallest pieces that still carry meaning, with a 4 MB model that runs on a CPU, for Thai language researchers and develope…
tencent · Kit
A 30B mixture-of-experts translation model from Tencent that translates among 33 languages and follows translation instructions. For teams that need high-volum…
Qwen · Kit
Gives researchers a pre-trained-only vision-language base model for fine-tuning and in-context learning experiments, not for direct chat. Suits developers who…
Qwen · Kit
Reasons through hard problems in a thinking mode and answers everyday chat in a faster non-thinking mode, as a 14.8B-parameter open model. Suits developers who…
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…
ornith-ai · Kit
Handles coding and terminal tasks as a 9B dense language model sized for a single GPU. For developers who want a small open model for software work, with a mob…
openbmb · Kit
Reads single images, several images and video and answers in text, with 1.3B parameters sized for phones and other edge devices. For developers who want a smal…
nohurry · Kit
Shares roleplay presets for SillyTavern, mainly the Voyage series plus a generic Eval preset. It suits people who run story chats with local or hosted language…
MineAITechnology · Kit
A 124M-parameter GPT-2-style language model trained from scratch in JAX and Flax, with ONNX files for CPU use. It suits students and researchers who study smal…
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…
IndexTeam · Kit
Translates text between 150 languages and follows instructions about glossaries, formatting, tone and length. A compact 2.3B model from IndexTeam for teams tha…
ibm-granite · Kit
Turns speech in seven languages into punctuated, capitalized text. A small 470M-parameter model from IBM Granite for fast transcription on servers, laptops and…
ibm-granite · Kit
Turns speech into text in six languages and translates speech to and from English, with keyword biasing and language prompting. A compact 2B speech-language mo…
handy-computer · Kit
Transcribes recordings in 25 European languages offline, using GGUF copies of Moondream's parakeet-ultra for transcribe.cpp. For people who want local speech-t…
gnani · Kit
Chats, answers questions and reasons in English and ten Indic languages with a 128K context. A 30B mixture-of-experts model from Gnani.ai, for teams building a…
FireRedTeam · Kit
Identifies which language is spoken in an audio clip, across 100+ languages and 20+ Chinese dialects and accents. The language ID module of FireRedASR2S, for s…
FermionResearch · Kit
Transcribes speech in 25 languages with a 156.2 MB model that needs no graphics card. An open model from FermionResearch for Apple silicon Macs and ordinary Li…
datalab-to · Kit
Reads text from images and PDFs and returns markdown, HTML or JSON that keeps the page layout. Handles handwriting, forms, tables and math in 90+ languages, fo…
CobuildX-AI · Kit
Finds personal information such as names, phone numbers, Aadhaar and PAN in Indian-language and Indian English text and returns each value's position. The most…
BlinkDL · Kit
Pure RNN text-generation base models for chat, reasoning and tool calls, meant as a starting point for post-training and fine-tuning. Covers eight languages, f…
AfriSpeech · Kit
Speaks text aloud in 92 African languages and English, faster than real time on a CPU, with voice cloning from a short clip. For developers and researchers who…
XHToken · Kit
A 4.1B language model for on-device use, tuned for coding, agent tasks, long context and reasoning in English and Chinese, with three thinking levels. For deve…
Systran · Kit
Turns speech in audio files into timestamped text, as OpenAI's Whisper large-v3 converted for CTranslate2 and faster-whisper. For developers who transcribe rec…
convaiinnovations · Kit
Reads text such as emails and tickets in 100+ languages and answers typed questions with probabilities in one pass. A 322M model, with no text generation, for…
Sultannn · Kit
A Gradio app that summarises text with the csebuetnlp mT5 multilingual XLSum model, which covers 45 languages. Suits people who want to try multilingual summar…
Sultannn · Kit
A Gradio app that summarises text with Facebook's mBART large 50 model, which covers 50 languages. Suits people who want to try multilingual summarising in a b…
Salesforce · Kit
Runs Salesforce's BLIP vision and language model in a Gradio page, with the training scripts for captioning, retrieval and question answering in the repository…
PaddlePaddle · Kit
Reads text out of pictures in several languages with PaddleOCR in a Gradio page, with Chinese, English and Japanese example images. For anyone who needs the wo…
MahsaShahidi · Kit
Writes a caption in Persian for a picture, using a vision model and a Persian language model in a Gradio page, with three example images included. For students…
iamkb · Kit
Sorts text into labels you choose, without training, across languages, using several named zero-shot models in a Gradio page. For analysts, researchers and NLP…
hussain-shk · Kit
Translates English text into Indic languages in a Gradio page, built with inference code, an API folder and a punctuation restoring model. For writers, student…
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,…
Qwen · Kit
A small 1.5B chat model from Qwen that follows instructions, writes code and math, returns structured output such as JSON and handles over 29 languages. For de…
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…
MemTensor · Kit
Language model with a built-in memory state of fixed size, built on Qwen3.6-35B-A3B, that keeps past context without re-reading it. For researchers and develop…
bartowski · Kit
A set of GGUF quantizations of Qwen3.8-27B by bartowski, from Q8_0 down to 3-bit, made with an importance matrix. For people running a 27B vision-language mode…
8BitStudio · Kit
A 95.6M-parameter English chat model trained from scratch on one RTX 5060 Ti, small enough to run on a CPU. For people who want a tiny local language model to…
Supertone · Kit
Turns text into speech in 31 languages, running on your own device through ONNX Runtime with no cloud call. For developers who want fast local voice output wit…
Qwen · Kit
Scores how well each passage answers a query, to put the best passages first in search and retrieval systems. A 0.6B text reranking model covering over 100 lan…
Qwen · Kit
Provides Qwen3-0.6B-Base, the small pretrained base model of the Qwen3 family, trained on 119 languages with a 32k context. For developers who fine-tune or stu…
osunlp · Kit
An open 1.2B base language model from osunlp, a looped transformer with attention residuals, released with checkpoints from a 500B-token training run. For text…
Oomni · Kit
Reads text aloud in 11 Indian languages, English included, with 10 voices, from a 199 MB model that runs on a GPU or a plain CPU. For developers who need small…
mlx-community · Kit
4-bit MLX conversion of Qwen3.8-27B that reads text and images and answers in text, run with the mlx-vlm tool. For developers who want to run a vision-language…