Celina's picture

Celina

celinah

·

AI & ML interests

inference, on-device and image generation

Recent Activity

reacted to m-ric's post with 🔥 6 days ago

After 6 years, BERT, the workhorse of encoder models, finally gets a replacement: 𝗪𝗲𝗹𝗰𝗼𝗺𝗲 𝗠𝗼𝗱𝗲𝗿𝗻𝗕𝗘𝗥𝗧! 🤗 We talk a lot about ✨Generative AI✨, meaning "Decoder version of the Transformers architecture", but this is only one of the ways to build LLMs: encoder models, that turn a sentence in a vector, are maybe even more widely used in industry than generative models. The workhorse for this category has been BERT since its release in 2018 (that's prehistory for LLMs). It's not a fancy 100B parameters supermodel (just a few hundred millions), but it's an excellent workhorse, kind of a Honda Civic for LLMs. Many applications use BERT-family models - the top models in this category cumulate millions of downloads on the Hub. ➡️ Now a collaboration between Answer.AI and LightOn just introduced BERT's replacement: ModernBERT. 𝗧𝗟;𝗗𝗥: 🏛️ Architecture changes: ⇒ First, standard modernizations: - Rotary positional embeddings (RoPE) - Replace GeLU with GeGLU, - Use Flash Attention 2 ✨ The team also introduced innovative techniques like alternating attention instead of full attention, and sequence packing to get rid of padding overhead. 🥇 As a result, the model tops the game of encoder models: It beats previous standard DeBERTaV3 for 1/5th the memory footprint, and runs 4x faster! Read the blog post 👉 https://huggingface.co/blog/modernbert

reacted to FranckAbgrall's post with 🔥 6 days ago

🆕 It should now be easier to identify discussions or pull requests where repository owners are participating on HF, let us know it that helps 💬🤗

upvoted a paper 6 days ago

Qwen2.5 Technical Report

View all activity

Organizations

celinah's activity

New activity in Wauplin/huggingface_hub 12 days ago

📢 [v0.27.0] DDUF tooling, torch model loading helpers & multiple quality of life improvements and bug fixes

#10 opened 12 days ago by

New activity in Wauplin/huggingface_hub 2 months ago

📢 [v0.26.0]: Multi-tokens support, conversational VLMs and quality of life improvements

#9 opened 2 months ago by

New activity in HuggingFaceM4/idefics2-8b-chatty 3 months ago

Add conversational tag

#11 opened 3 months ago by

Add conversational tag

#11 opened 3 months ago by

Add conversational tag

#11 opened 3 months ago by