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... | I just uploaded a Dataset that adds AI descriptions to top trending Spaces! It is really useful to find awesome Spaces 🚀
https://huggingface.co/datasets/victor/hf-spaces-with-descriptions/viewer/default/train
I used HF Serverless Endpoints (with Mixtral) to get the descriptions, it was seamless to do! btw check out ... | {
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https://huggingface.co/blog/cosmopedia
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https://github.com/microsoft/unilm/blob/master/bitnet/The-Era-of-1-bit-LLMs__Training_Tips_Code_FAQ.pdf
We present details and tips for training 1-bit LLMs. We also provide additional experiments and results that were not reported and responses to questions regarding... | {
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Unified Structure Learning for OCR-free Document Understanding
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Try these out with gradio 4.22.0 ! Code snippet attached.
1. Set delete_cache. The delete_cache parameter will periodically delete files from gradio's cache that are older than a given age. Setting it will also delete all files created by that app when the app shuts down. It... | {
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... | 🔥 Level up your model training w/ GaLore + Transformers for SOTA results on consumer-grade hardware!
⬇️ 82.5% less optimizer state memory footprint without performance degradation by expressing the gradient weight matrix as low rank.
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📄 Title: InstructPix2NeRF: Instructed 3D Portrait Editing from a Single Image 🌟🚀
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I made Space for you to duplicate, then it comes with Gradio and LLM served by Hugging Face's efficient Text Generation Inference(TGI) framework packed into a single machine.
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The MPEP initiative (https://github.com/huggingface/data-is-better-together/tree/main/prompt_translation) of the Data is Better Together project offers the opportunity to do just that by helping to create multilingual mod... | {
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... | 𝗨𝘀𝗶𝗻𝗴 𝗟𝗟𝗠-𝗮𝘀-𝗮-𝗷𝘂𝗱𝗴𝗲 🧑⚖️ 𝗳𝗼𝗿 𝗮𝗻 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗮𝗻𝗱 𝘃𝗲𝗿𝘀𝗮𝘁𝗶𝗹𝗲 𝗲𝘃𝗮𝗹𝘂𝗮𝘁𝗶𝗼𝗻
Evaluating LLM outputs is often hard, since many tasks require open-ended answers for which no deterministic metrics work: for instance, when asking a model to summarize a text, there could be hundr... | {
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... | Diaries of Open Source. Part 6!
🏎️xAI releases Grok-1, a 314B MoE
Blog: https://x.ai/blog/grok-os
GH repo: https://github.com/xai-org/grok-1
Model: https://hf.co/xai-org/grok-1
🕺MusicLang, a model for controllable music generation
Demo: https://hf.co/spaces/musiclang/musiclang-predict
GH repo: https://github.com/mu... | {
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... | Fast High-Resolution Image Synthesis with Latent Adversarial Diffusion Distillation
https://huggingface.co/papers/2403.12015
Diffusion models are the main driver of progress in image and video synthesis, but suffer from slow inference speed. Distillation methods, like the recently introduced adversarial diffusion dis... | {
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Curious to see how they compare with other leading models? Vote on the TTS Arena ⬇️
https://huggingface.co/spaces/TTS-AGI/TTS-Arena
MeloTTS, released by MyShell AI... | {
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"u... | Uni-SMART
Universal Science Multimodal Analysis and Research Transformer
https://huggingface.co/papers/2403.10301
In scientific research and its application, scientific literature analysis is crucial as it allows researchers to build on the work of others. However, the fast growth of scientific knowledge has led to ... | {
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"resou... | Our 🐑 PECoRe 🐑 method to detect & attribute context usage in LM generations finally has an official Gradio demo! 🚀
https://huggingface.co/spaces/gsarti/pecore
Highlights:
🔍 Context attribution for several decoder-only and encoder-decoder models using convenient presets
🔍 Uses only LM internals to faithfully refl... | {
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... | 🚀🕺🌟 New Research Alert - CVPR 2024! 🌟 💃🏻🚀
📄 Title: NECA: Neural Customizable Human Avatar 🌟🚀
📝 Description: The NECA paper presents a novel method for creating customizable human avatars from video, allowing detailed manipulation of pose, shadow, shape, lighting, and texture for realistic rendering and edit... | {
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"v... | 🖴 The HPLT monolingual dataset has a new home!
After being in touch with HPLT folks, I've transfered the data to their org. That only makes sense. You can find it below.
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@chansung and I worked on a weekend project combining the benefits of Gemini 1.0 and powerful chat models like Zephyr to demo this.
We use Gemini 1.0 to produce the personality traits of any character found in an input video. We then prepa... | {
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📄 Title: "SVGDreamer: Text-Guided SVG Generation with Diffusion Model"
📝 TL;DR: Given a text prompt, SVGDreamer can generate editable and versatile high-fidelity vector graphics.
📝 Description: In this work, the author has introduced SVGDreamer, an innovative model for text-guid... | {
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Blog: https://x.ai/blog/grok-os
Code: https://github.com/xai-org/grok
Model: https://huggingface.co/xai-org/grok-1
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😱 it's so over | {
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"h... | What’s missing in today’s AI?
Adaptive AI Assistant(s) (AAA)
AAA - an ai assistant that gradually reflects an intelligently amplified version of you.
All I see in today's advance AI systems are tools that are heavily engineered to do all the work while we seat back and watch.
Shouldn't it be:
- tools that augment... | {
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... | 🚀💃🏻🌟 New Research Alert - CVPR 2024! 🌟🕺 🚀
📄 Title: Animatable Gaussians: Learning Pose-dependent Gaussian Maps for High-fidelity Human Avatar Modeling 🌟🚀
📝 Description: Animatable Gaussians - a novel method for creating lifelike human avatars from RGB videos, utilizing 2D CNNs and 3D Gaussian splatting to c... | {
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... | MM1
Methods, Analysis & Insights from Multimodal LLM Pre-training
https://huggingface.co/papers/2403.09611
In this work, we discuss building performant Multimodal Large Language Models (MLLMs). In particular, we study the importance of various architecture components and data choices. Through careful and comprehensi... | {
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... | Excited to share my latest preprint with @oliveiracaio and @fabee: "Platypose: Calibrated Zero-Shot Multi-Hypothesis 3D Human Motion Estimation"! 💃🕺
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Using this approach, you can create a dataset that anyone with a Hugging Face account can contribute to 🤯
See an ex... | {
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We release a new version of our synthetic dataset:
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-Tailwind CSS 🎨
-2M examples 📈
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Here's a few resources to get you started with them:
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... | Diaries of Open Source. Part 5!
🤯Contextual KTO Mistral PairRM: this model combines iterative KTO, SnorkelAI DPO dataset, Allenai PairRM for ranking, Mistral for the base model, and is a very strong model with Claude 3 quality on AlpacaEval 2.0
Final model: https://hf.co/ContextualAI/Contextual_KTO_Mistral_PairRM
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Komodo-7B is a family of LLMs that consist of Komodo-7B-Base and Komodo-7B-Instruct.
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Among other things, we shipped:
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https://huggingface.co/papers/2403.08763
Large language models (LLMs) are routinely pre-trained on billions of tokens, only to start the process over again once new data becomes available. A much more efficient solution is to continually pr... | {
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"v... | I've released several new Hugging Face Spaces.
My primary objective is to create consistent character facial animation using image-to-image techniques:
https://huggingface.co/spaces/Akjava/CreateConsistentCharacterFacialAnimationWithImg2Img
A short-term goal is create simple talk-head animation.
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... | We are happy to introduce MedIT SUN 1B, a downscaled version of the MedIT SUN 2.5B Llama 3.2 variant.
Give it a try!
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I will be glad if you test it! | {
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... | hi everyone,
i have trained a Qwen 14b model on a smaller dataset, but its now very tricky because i have got nowhere to use it via inference (the paid for inference on hf costs quite a lot), does anyone know of anywhere where i can deploy my model and use it via api for a reasonable cost, or ideally none. thanks | {
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Large Reasoning Models powered by Monte Carlo Tree Search (MCTS), Self-Play Reinforcement Learning, PPO, AlphaGo Zero's dua policy paradigm and Large Language Models!
https://github.com/SimpleBerry/LLaMA... | {
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"href": nu... | Hi there HuggingFacers!🤗
Are you working with Streamlit on Spaces and struggling with authentication and user management?🧐
Well, you can check out my last community article (https://huggingface.co/blog/as-cle-bert/streamlit-supabase-auth-ui) on a new python package I've been working on, that connects Supabase to St... | {
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OmniGen is a unified image generation model that can generate a wide range of images from multi-modal prompts. It is designed to be simple, flexible, and easy to use
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> Trained with 1.3 trillion (dolma 1.7) tokens on 16 nodes, each with 4 MI250 GPUs
> Three checkpoints:
- AMD OLMo 1B: Pre-trained model
- AMD OLMo 1B SFT: Supervised fine-tuned on Tulu V2, OpenHer... | {
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📄 Title: VLOGGER: Multimodal Diffusion for Embodied Avatar Synthesis 🌟🚀
📝 Description: VLOGGER is a method for text- and audio-driven generation of talking human video from a single input image of a person, building on the success of recent generative diffusion models.
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"href": null... | 🚀 Hello HF Posts World!
I'm excited to share in my first HF post that we at Neuraptic AI have released MAGNUM, the first open-source AI model designed to natively support any structured and unstructured data modality.
MAGNUM can learn a holistic representation of your business logic from any source of digital infor... | {
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... | Hello HF!
Recently, I authored an article on setting up multiple GPUs in a desktop PC. I discovered a bug during the process and have documented my observations in this article:
https://morgangiraud.medium.com/multi-gpu-nvidia-p2p-capabilities-and-debugging-tips-fb7597b4e2b5
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It's obvious these days, that trying to get the best out of LLMs resembles playing a game of chance, where the choice of prompts acts as your moves in shaping the model's responses, as you recursively seek the best.
Each prompt you craft carries the potential ... | {
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https://huggingface.co/datasets/manalog/UsenetArchiveIT
The dataset contributes to the https://huggingface.co/mii-community project, aimed at advancing the creation of Italian open-source Language Models (LLMs).🇮🇹 🤖 About 10-20 billion token, prob... | {
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"value": "Interesting paper: 𝐆𝐚𝐋𝐨𝐫𝐞: 𝐭𝐫𝐚𝐢𝐧 𝟕𝐁 𝐦𝐨𝐝𝐞𝐥𝐬 𝐨𝐧 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫-𝐠𝐫𝐚𝐝𝐞 𝐆𝐏𝐔𝐬 💪",
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It's now possible to 𝙛𝙪𝙡𝙡𝙮 𝙥𝙧𝙚-𝙩𝙧𝙖𝙞𝙣 a 7B model on a consumer-grade GPU of 24Gb RAM, without any performance loss!
The memory usage of training models has always been an acute issue. For instance ful... | {
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A recipe to replicate SPIN (Self-Play Fine Tuning) with 30x less data:
🗣️ 50K samples vs 1.8K prompts curated by the 350+ amazing DIBT contributors.
⚗️ Distillation of Mistral Large instead of OpenAI
🙌 Open data & code with ⚗️distilabel
SPIN Paper:
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Mixture of All Intelligence for Large Language and Vision Models
https://huggingface.co/papers/2403.07508
The rise of large language models (LLMs) and instruction tuning has led to the current trend of instruction-tuned large language and vision models (LLVMs). This trend involves either meticulously curating n... | {
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... | Working on a new open-source project to showcase https://huggingface.co/levihsu/OOTDiffusion 🤗
But it's not a Space 🫢 Can you guess what it does? 👀 | {
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Step 1: Evaluate current SOTA.
The Data Is Better Together community has rated more than 10K prompts for quality. We now want to translate a subset of these to help address the language gap in model evals.
The plan is roughly this:
- We started with https:... | {
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"raw": "\n"... | I love vision language models 💗
My favorite is KOSMOS-2, because it's a grounded model (it doesn't hallucinate).
In this demo you can,
- ask a question about the image,
- do detailed/brief captioning,
- localize the objects! 🤯
It's just amazing for VLM to return bounding boxes 🤩
Try it here https://huggingfa... | {
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... | 🚀🗣️🌟 New Research Alert - ICASSP 2024! 🌟🗣️🚀
📄 Title: AV2Wav: Diffusion-Based Re-synthesis from Continuous Self-supervised Features for Audio-Visual Speech Enhancement 🌟🚀
📝 Description: Diffused Resynthesis and HuBERT Speech Quality Enhancement.
👥 Authors: Ju-Chieh Chou, Chung-Ming Chien, Karen Livescu
📅 ... | {
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... | Diaries of Open Source. Part 4!
🌏Cohere and Cohere4AI release Command-R, a 35B model that is multilingual, RAG-optimized, and can manage tools!
Model: https://huggingface.co/CohereForAI/c4ai-command-r-v01
Blog post: https://txt.cohere.com/command-r/
🧑🍳StarChat2: A powerful code model that is conversational
Try i... | {
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"value... | You gotta love what Aapple’s mlx team cooked:
- A unified memory model that literally does compute-magic: parallel operations with automatic dependency insertions.
- Supports off-the-shelf use of all the fun stuff in composable func transformations (differentiation, vectorization, computation graph optimization).
- H... | {
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... | 🚀 Excited to unveil the Augmented ARC-Challenge Dataset with Chain-of-Thought Reasoning! 🧠✨
📚 Created by enhancing the ARC dataset with AI-generated reasoning from Google's Gemini Pro, this resource aims to improve question answering models' ability to tackle complex science queries.
🔍 Features:
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https://huggingface.co/papers/2403.06634
We introduce the first model-stealing attack that extracts precise, nontrivial information from black-box production language models like OpenAI's ChatGPT or Google's PaLM-2. Specifically, our attack recovers the embedding projectio... | {
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Edit: Here is the video of 🌊LaVague posting this. This is quite meta | {
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"raw"... | Can you beat an AI at Raven puzzles?
https://huggingface.co/spaces/HuggingFaceM4/ai_raven
The most powerful vision+language AI systems like Gemini or GPT4V struggle with this problem when used out-of-the-box (https://huggingface.co/papers/2403.04732).
But when properly trained, a small ~8B model can be very accurate... | {
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This was the question the H4 team asked itself when BigCode released StarCoder2 a bit over a week ago. We knew that code models like https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct and https://huggin... | {
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... | 🎥 🤾 Vid2Persona: talk to person from video clip
A fun project over the last week with @sayakpaul. It has a simple pipeline from extracting traits of video characters to chatting with them.
Under the hood, this project leverages the power of both commercial and open source models. We used Google's Gemini 1.0 Pro Vis... | {
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The solution is here https://github.com/microsoft/DeepSpeed/pull/4966?_x_tr_sl=auto&_x_tr_tl=en&_x_tr_hl=en-US#issuecomment-1989671378
and you need deepspeed>=0.13.0
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"value... | 🚀🕺🌟 New Research Alert - AAAI 2024! 🌟💃🚀
📄 Title: Relightable and Animatable Neural Avatars from Videos 🌟🚀
📝 Description: Relightable & animatable neural avatars from sparse videos.
👥 Authors: Wenbin Lin, Chengwei Zheng, Jun-Hai Yong, and Feng Xu
📅 Conference: AAAI, February 20-27, 2024 | Vancouver, Canad... | {
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https://huggingface.co/papers/2403.05530 Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context | {
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"la... | New foundation model on document understanding and generation in transformers 🤩
UDOP by MSFT is a bleeding-edge model that is capable of many tasks, including question answering, document editing and more! 🤯
Demo 👉 https://huggingface.co/spaces/merve/UDOP
It is a model that combines vision, text and layout. 📝
This... | {
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This work presents a novel method to identify salient components in Transformer-based language models by decomposing the contribution of various model components i... | {
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Key points:
* Discovers significant redundancy across layers in LLMs, with some layers playing a negligibl... | {
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Equip Diffusion Models with LLM for Enhanced Semantic Alignment
https://huggingface.co/papers/2403.05135
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"... | Super work from @DeepMount00:
🚀 𝐃𝐢𝐬𝐜𝐨𝐯𝐞𝐫 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐚𝐥 𝐍𝐞𝐫: 𝐀 𝐆𝐥𝐢𝐍𝐞𝐫-𝐁𝐚𝐬𝐞𝐝 𝐈𝐭𝐚𝐥𝐢𝐚𝐧 𝐍𝐄𝐑
Introducing 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐚𝐥 𝐍𝐞𝐫 𝐟𝐨𝐫 𝐈𝐭𝐚𝐥𝐢𝐚𝐧 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞, a revolutionary Named Entity Recognition (NER) model evolved from the GliNer architecture and meticulously tailore... | {
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arxiv: https://arxiv.org/abs/2403.01528
github: https://github.com/QizhiPei/Awesome-Biomolecule-Language-Cross-Modeling
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📄 Title: CAMixerSR: Only Details Need More "Attention" 🌟🚀
📝 Description: CAMixerSR is a new approach integrating content-aware accelerating framework and token mixer design, to pursue more efficient SR inference via assigning convolution for simple regions but window... | {
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... | Quantize 7B paramater models in 60 seconds using Half Quadratic Quantization (HQQ).
This game-changing technique allows for rapid quantization of models like Llama-2-70B in under 5 minutes, outperforming traditional methods by 50x in speed and offering high-quality compression without calibration data.
Mobius Labs in... | {
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1. Python/Torch/Transformers/AI/ML
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... | LAST CHANCE TO TRY 🌟STARCODER2
After today it's gone !
actually not - just joking ! it's <3 open source !
just trying to get folks' attention to my featured "Spaces of the Week" :
https://huggingface.co/spaces/Tonic/starcoder2
drop a like for your boy and join us next week for making fine tunes ! | {
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"href": null... | Multi-Instance Generation Controller: Enjoy complete control over position generation, attribute determination, and count!
code link: https://github.com/limuloo/MIGC
project page: https://migcproject.github.io/
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"type": "new_line"... | Updating PaperQA Gradio app and Hugging Face Space.
: Link ➡️ https://huggingface.co/spaces/chansung/paper_qa
: Standalone repo ➡️ https://github.com/deep-diver/paperqa-ui
The final goal is to let ppl have their own paper archive. At the end, You will be able to easily *clone* on local or Hugging Face Space with Googl... | {
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"raw"... | Retrieval-Augmented Generation (RAG)
Redeemer of the "hallucination problem"
It is fair enough to argue that "hallucinations" in LLMs are just mere reflections of what we humans occasionally do - well it gets worse as we get older, but these models are brain inspired, thus such behaviors are likely inherently unavoida... | {
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Key points:
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}... | Introducing the 🤗 Transformers.js WebGPU Embedding Benchmark! ⚡️
👉 https://huggingface.co/spaces/Xenova/webgpu-embedding-benchmark 👈
On my device, I was able to achieve a 64.04x speedup over WASM! 🤯 How much does WebGPU speed up ML models running locally in your browser? Try it out and share your results! 🚀 | {
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💻 OpenCodeInterpreter, a family of very powerful code generation models
Models: https://huggingface.co/collections/m-a-p/opencodeinterpreter-65d312f6f88da990a64da456
Paper: https://huggingface.co/papers/2402.14658
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While FlashAttention has been readily integrated into HuggingFace transformers, there are much higher gains to be had (at least theoretically) for finetuning models with examples of variable sequence lengths in a batch.
For a deeper dive, please go through my blog at https://... | {
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"value": "🚀🎭🌟 New Research Alert - ICLR 2024! 🌟🎭 🚀",
"raw": "🚀🎭🌟 New Research Alert - ICLR 2024! 🌟🎭 🚀",
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"val... | 🚀🎭🌟 New Research Alert - ICLR 2024! 🌟🎭 🚀
📄 Title: GPAvatar: Generalizable and Precise Head Avatar from Image(s) 🌟🚀
📝 Description: GPAvatar's objective is to faithfully replicate head avatars while providing precise control over expressions and postures.
👥 Authors: Xuangeng Chu et al.
📅 Conference: ICLR, ... | {
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... | Hi!
We release a series of LLMs named GraphWiz https://huggingface.co/GraphWiz/, which is designed for solving different graph problems and outputs their CoT. GraphWiz has surpassed GPT-4 by a large margin in 9 tasks.
Let us have a try! | {
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"raw": "\n"... | Last day on Spaces of the Week ,
and we made it to last place on trending.
i really thought it couldnt get any better, but i'm crying ! 😭
The thing i like the most about ZeroGPU , `import spaces` , is that i dont have to always check to see if someone decided to test if i have hard character limits , and it reloads... | {
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"raw": "I remember very well that about two years ago, 0-shot named entity recognition (i.e.... | I remember very well that about two years ago, 0-shot named entity recognition (i.e. where you can choose any labels on the fly) was completely infeasible. Fast forward a year, and https://huggingface.co/Universal-NER/UniNER-7B-all surprised me by showing that 0-shot NER is possible! However, I had a bunch of concerns ... | {
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