llama.cpp has vision language model support now! ❤️🔥 get started with sota VLMs (gemma 3, Qwen2.5VL, InternVL3 & more) and serve them wherever you want 🤩 learn more github.com/ggml-org/lla... 📖
merve
@merve.bsky.social
proud mediterrenean 🧿 open-sourceress at hugging face 🤗 multimodality, zero-shot vision, vision language models, transformers
If you want to ✨ speed-up & harden ✨ your RAG pipelines, use visual document retrieval models ⬇️ We have shipped a how-to guide for VDR models in Hugging Face transformers 🤗📖 huggingface.co/docs/transfo...
Why do people sleep on DSE multimodal retrieval models? 👀 They're just like ColPali, but highly scalable, fast and you can even make them more efficient with binarization or matryoshka with little degradation 🪆⚡️ I collected some here huggingface.co/collections/...
I'm so hooked on @hf.co Inference Providers (specifically Qwen2.5-VL-72B) for multimodal agentic workflows with smolagents 🥹 get started ⤵️ > filter models provided by different providers > test them through widget or Python/JS/cURL
my weekly summary on what's released in open AI is up on @hf.co huggingface.co/posts/merve/... collection is here huggingface.co/collections/...
fan-favorite open-source PDF rendering model OlmOCR goes faster and more efficient ⚡️ RolmOCR-7B follows same recipe with OlmOCR, builds on Qwen2.5VL with training set modifications and improves accuracy & performance 🤝 huggingface.co/reducto/Rolm...
Hello friends 👋🏼 If visit Turkey this summer, know that millions of Turkish people are doing a boycott, once a week not buying anything and rest of the week only buying necessities if you have plans, here's a post that summarizes where you should buy stuff from www.instagram.com/share/BADrkS...
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SmolVLM paper is out and it's packed with great findings on training a good smol vision LM! Andi summarized them below, give it a read if you want to see more insights 🤠
Today, we share the tech report for SmolVLM: Redefining small and efficient multimodal models. 🔥 Explaining how to create a tiny 256M VLM that uses less than 1GB of RAM and outperforms our 80B models from 18 months ago! huggingface.co/papers/2504....
DO NOT SLEEP ON THIS MODEL Kimi-VL-A3B-Thinking is the first ever capable open-source reasoning VLM with MIT license ❤️ > it has only 2.8B activated params 👏 > it's agentic 🔥 works on GUIs > surpasses gpt-4o I've put it to test (see below ⤵️) huggingface.co/spaces/moons...
InternVL3 is out 💥 > 7 ckpts with various sizes (1B to 78B) > Built on InternViT encoder and Qwen2.5VL decoder, improves on Qwen2.5VL > Can do reasoning, document tasks, extending to tool use and agentic capabilities 🤖 > easily use with Hugging Face transformers 🤗 huggingface.co/collections/...
Model Context Protocol has prompt injection security problems simonwillison.net/2025/Apr/9/m...
Model Context Protocol has prompt injection security problems
As more people start hacking around with implementations of MCP (the Model Context Protocol, a new standard for making tools available to LLM-powered systems) the security implications of tools built ...
simonwillison.net
Xet infra now backs 1000s of repos on @hf.co , which means we get to put on our researcher hats and peer into the bytes 👀 🤓 Xet clients chunk files (~64KB) and skip uploads of duplicate content, but what if those chunks are already in _another_ repo? We skip those too.
From Chunks to Blocks: Accelerating Uploads and Downloads on the Hub
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
huggingface.co
SmolVLM paper is out and it's packed with great findings on training a good smol vision LM! Andi summarized them below, give it a read if you want to see more insights 🤠
Today, we share the tech report for SmolVLM: Redefining small and efficient multimodal models. 🔥 Explaining how to create a tiny 256M VLM that uses less than 1GB of RAM and outperforms our 80B models from 18 months ago! huggingface.co/papers/2504....
X'in politikaları sebebiyle işimle alakalı post'ları burada da paylaşıyor olacağım, takip edebilirsiniz 😊
icymi I shipped a tutorial on fine-tuning vision language models on videos ⏯️ learn how to fine-tune SmolVLM2 on Video Feedback dataset 📖 github.com/merveenoyan/...
smol-vision/Fine_tune_SmolVLM2_on_Video.ipynb at main · merveenoyan/smol-vision
Recipes for shrinking, optimizing, customizing cutting edge vision models. 💜 - merveenoyan/smol-vision
github.com
All the multimodal document retrieval models (ColPali, DSE et al) are now under visual document retrieval at @hf.co 📝🤗 take your favorite VDR model out for multimodal RAG 🤝
Smol but mighty: • 256M delivers 80% of the performance of our 2.2B model. • 500M hits 90%. Both beat our SOTA 80B model from 17 months ago! 🎉 Efficiency 🤝 Performance Explore the collection here: huggingface.co/collections/... Blog: huggingface.co/blog/smolervlm
Introducing the smollest VLMs yet! 🤏 SmolVLM (256M & 500M) runs on <1GB GPU memory. Fine-tune it on your laptop and run it on your toaster. 🚀 Even the 256M model outperforms our Idefics 80B (Aug '23). How small can we go? 👀
Everything that was released passed week in open AI 🤠 > Link to all models, datasets, demos huggingface.co/collections/... > Text-readable version is here huggingface.co/posts/merve/...
there's a new multimodal retrieval model in town 🤠 @llamaindex.bsky.social released vdr-2b-multi-v1 > uses 70% less image tokens, yet outperforming other dse-qwen2 based models > 3x faster inference with less VRAM 💨 > shrinkable with matryoshka 🪆 huggingface.co/collections/...
What a week to open the year in open ML, all the things released at @hf.co 🤠 Here's everything released, find text-readable version here huggingface.co/posts/merve/... All models are here huggingface.co/collections/...
ViTPose -- best open-source pose estimation model just landed to @hf.co transformers 🕺🏻💃🏻 🔖 Model collection: huggingface.co/collections/... 🔖 Notebook on how to use: colab.research.google.com/drive/1e8fcb... 🔖 Try it here: huggingface.co/spaces/hysts...
ByteDance just dropped SA2VA: a new family of vision LMs combining Qwen2VL/InternVL and SAM2 with MIT license 💗 The models are capable of tasks involving vision-language understanding and visual referrals (referring segmentation) both for images and videos ⏯️
supercharge your LLM apps with smolagents 🔥 however cool your LLM is, without being agentic it can only go so far enter smolagents: a new agent library by @hf.co to make the LLM write code, do analysis and automate boring stuff! huggingface.co/blog/smolage...
ColPali is landed at @hf.co transformers and I have just shipped a very lean fine-tuning tutorial in smol-vision 🤠💗 QLoRA fine-tuning with 4-bit with bsz of 4 can be done with 32 GB VRAM and is very fast! ✨ github.com/merveenoyan/...
you can now stay up-to-date with big AI research labs' updates on @hf.co easily over org activity page 🥹 I have been looking forward to this feature as I felt most back to back releases are overwhelming and I tend to miss out 🤠
BERT is so back 🔥 Answer AI and Lighton released ModernBERT: lightning-fast state-of-the-art BERT model with Apache 2.0 license 🥹 2x fast as debertav3 and 3x faster than nomic 💨 all models are here hf.co/collections/answerdotai/modernbert-67627ad707a4acbf33c41deb read more hf.co/blog/modernbert 📖
Aya by Cohere For AI can now see! 👀 C4AI community has built Maya 8B, a new open-source multilingual VLM built on SigLIP and Aya 8B 🌱 works on 8 languages! 🗣️ The authors extend Llava dataset using Aya's translation capabilities with 558k examples! works very well ⬇️ huggingface.co/spaces/kkr51...
VLMs go MoE ✨ DeepSeek AI dropped three new commercially permissive vision LMs based on SigLIP encoder and their DeepSeek-MoE decoder 🐳 the models come in 1.0B, 2.8B and 4.5B active params 🥹 models seem to catch up with state-of-the-art with less active parameters! huggingface.co/collections/...
Learn how to build a complete multimodal RAG pipeline with ColQwen2 as retriever, MonoQwen2-VL as reranker, Qwen2-VL as VLM in this notebook that runs on a GPU as small as L4 🔥 huggingface.co/learn/cookbo...