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Blog: https://www.marqo.ai/blog/how-to-create-a-hugging-face-space | {
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If you work in finance, law, or medicine, generic benchmarks are not enough.
This blog post uses Argilla, Distilllabel and 🌤️Lighteval to generate evaluation dataset and evaluate models.
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"lan... | 🤗🔭 Introducing Observers: A Lightweight SDK for AI Observability 🔭🤗
Observers is an open-source Python SDK that provides comprehensive observability for AI applications. Our library makes it easy to:
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- Store observations in multiple backends
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... | 🥳 Thrilled to introduce our recent efforts on bootstrapping VLMs for multi-modal chain-of-thought reasoning !
📕 Title: Vision-Language Models Can Self-Improve Reasoning via Reflection
🔗 Link: https://huggingface.co/papers/2411.00855
😇Takeaways:
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"type": "resource"... | 🎓 Introducing Bigslide.ru Presentations Dataset - https://huggingface.co/datasets/nyuuzyou/bigslide
Dataset highlights:
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- Primarily in Russian, with some English and potentially other languages
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https://hf.co/chat/assistant/66fccce0c0fafc94ab557ef2
This is a multimodal assistant: Qwen 2.5 72B + SOTA diffusion models for image generation. Same architecture as Image Gen+ but with some MAJOR improvements ! These are ... | {
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"... | On the 2nd of October a really cool paper was released called "Were RNNs all we need" https://arxiv.org/abs/2410.01201
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https://huggingface.co/spaces/zamal/Molmo-4bit Thrilled to announce that the Molmo 7B 4-bit Space is now live! 🚀 The model size has been reduced by six times with almost no performance loss, and the results will leave you amazed!
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... | Check this out: I trained an AI on huggingface posts! all of these are AI generated:
----------
Hello!
I'm excited to share that my colleague @felipeebert and I have released the largest Spanish LLM benchmark to date.
We've developed the Spanish LLM Evaluation Benchmark (SLAB), a set of benchmarks designed to evalua... | {
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"value": "Looking for a simple explanation of Microsoft's release of Differential Transformers, and a nifty Colab Notebook that recreates it all? Then simply check out this YouTube video: ",
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with this notebook from the argilla team, you can:
- adjust your translations in a neat interface,
- log them to build custom datasets,
- fine-tune your model.
your translation wi... | {
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... | Some exciting news...
We are open-sourcing The Little Book of ML Metrics! 🎉
The book that will be on every data scientist's desk is open source.
What does that mean?
It means hundreds of people can review it, contribute to it, and help us improve it before it's finished!
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... | This week in Inference Endpoints - thx @erikkaum for the update!
👀 https://huggingface.co/blog/erikkaum/endpoints-changelog | {
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... | This is not a drill 💥
HuggingChat is now multimodal with https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct! 🤗
This also comes with multimodal assistants, I have migrated my Marcus Aurelius advice assistant to Llama-Vision and Marcus can see now! 😄
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Maybe like me you have always wanted a super easy way to compare llama3.2-1B vs. llama3.2-3B? or the same model with different temperatures?
Trying and comparing warm Inference API models has never been easier!
Just go to https://hf.co/playground, set your token and you're ready to go.
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New player entered the game! Rhymes AI has just been announced, and unveiled Aria – a multimodal powerhouse that's punching above its weight.
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> Pyramid Flow: Training-efficient Autoregressive Video Generation method
> Utilizes Flow Matching
> Trains on open-source datasets
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> Video resolution: 768p
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It's transforming complex FEC filings and OpenSecrets datasets into actionable insights for journalists.
Key features for newsrooms:
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-... | {
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The video covers code and workflow explanations for:
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TxT360 is +15 Trillion tokens corpus outperforming FineWeb on several metrics. Ablation studies were done up to 1T tokens.
Read blog here : https://huggingface.co/spaces/LLM360/TxT360
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"raw": "📢 Two weeks ago I got a chance to share the most recent reasoning 🧠 capabilities of Large Language models in Sentiment... | 📢 Two weeks ago I got a chance to share the most recent reasoning 🧠 capabilities of Large Language models in Sentiment Analysis NLPSummit-2024.
For those who missed and still wish to find out the advances of GenAI in that field, the recording is now available:
https://www.youtube.com/watch?v=qawLJsRHzB4
You will be... | {
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1. llama.cpp - All things Whisper, LLMs & VLMs - run across Metal, CUDA and other backends (AMD/ NPU etc)
https://github.com/ggerganov/llama.cpp
2. MLC - Deploy LLMs across platforms especially WebGPU (fastest WebGPU LLM implementation out there)
https://github... | {
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... | NSFW Erotic Novel AI Generation
-NSFW Text (Data) Generator for Detecting 'NSFW' Text: Multilingual Experience
The multilingual NSFW text (data) auto-generator is a tool designed to automatically generate and analyze adult content in various languages. This service uses AI-based text generation to produce various ty... | {
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"raw": "hi everyone, i was just wondering how much autotrain will cost depending on... | hi everyone, i was just wondering how much autotrain will cost depending on which model i pick and what gpu i run it on? the documentation is pretty vague so any help would be great! thanks. | {
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Read full article at https://mltblog.com/4gT62y9
In this document, you will learn how to build a system that decides, among dozens of candidate paragraphs selected from the corpus to answer a prompt, which ones to show in the results, ... | {
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866581187755410 | [
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Microsoft researchers dropped a groundbreaking technique that could slash the energy use in transformer computations : their novel "linear-complexity multiplication" (L-Mul) algorith... | {
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... | Lightweight implementation of newly introduced “Differential Transformer”:
Proposes differential attention mechanism which computes attention scores as a difference between two separate softmax attention maps thereby reducing noise in attention blocks. [[[Differential nanoGPT]]] :)
Code: https://github.com/Jaykef/ai-a... | {
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"raw": "The Nobel Prize background for Hopfield and Hinton's work on neural networks is pure gold. It's a masterclass in explaining AI basi... | The Nobel Prize background for Hopfield and Hinton's work on neural networks is pure gold. It's a masterclass in explaining AI basics.
Key takeaways from the conclusion:
- ML applications are expanding rapidly. We're still figuring out which will stick.
- Ethical discussions are crucial as the tech develops.
- Physics... | {
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"raw": "@faceb... | Meta AI vision has been cooking @facebook
They shipped multiple models and demos for their papers at @ECCV🤗
Here's a compilation of my top picks:
- Sapiens is family of foundation models for human-centric depth estimation, segmentation and more, all models have open weights and demos 👏
All models have their demos ... | {
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I'm in a team now! Allura are a group of alumni from various reaches of the LLM roleplay scene.
https://huggingface.co/allura-org
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"value": "Huge news for Kohya GUI - Now you can fully Fine Tune / DreamBooth FLUX Dev with as low as 6 GB GPUs without any quality loss compared to 48 GB GPUs - Moreover, Fine Tuning yields better results than any LoRA training could",
"raw": "Huge news for Kohya GUI - Now you can full... | Huge news for Kohya GUI - Now you can fully Fine Tune / DreamBooth FLUX Dev with as low as 6 GB GPUs without any quality loss compared to 48 GB GPUs - Moreover, Fine Tuning yields better results than any LoRA training could
Config Files
I published all configs here : https://www.patreon.com/posts/112099700
Tutorials
... | {
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Accurately evaluating how well language models handle long contexts is crucial, but it's also quite challenging to do well. In this series of posts, we're going to examine the various benchmarks that were proposed to assess long context understanding, starting with... | {
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"raw": "Thursday 10 October 17:00 CEST, I will show a good way to get started with a text classification project on the ... | Thursday 10 October 17:00 CEST, I will show a good way to get started with a text classification project on the Hugging Face Hub with Argilla and Setfit.
Signup here: https://lu.ma/31mecp34 | {
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... | 🌐 Subdomain Dataset Update: September 2024 Data Now Available
I have updated the https://huggingface.co/datasets/nyuuzyou/subdomains dataset with fresh data for September 2024. This addition further expands this largest collection of subdomain statistics currently available, providing researchers and analysts with ev... | {
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"r... | Don't you think we should add a tag "Evaluation" for datasets that are meant to be benchmarks and not for training ?
At least, when someone is collecting a group of datasets from an organization or let's say the whole hub can filter based on that tag and avoid somehow contaminating their "training" data. | {
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"lang": ... | 🚀 Finishing up the prototype of my weekend project called ChessPT 🚀
- The game state is now being rendered. This simplifies coming up with own new moves
- The model space https://huggingface.co/spaces/philipp-zettl/ChessPT was updated to provide an interactive mode.
- The space is currently running v0.4 of https://h... | {
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... | When huggingface patches this, I'm going to be really sad, but in the meantime, here you go:
When AutoTrain creates a new space to train your model, it does so via the huggingface API. If you modify the code so that it includes a premade README.md file, you can add these two lines:
```md
---
app_port: 8080 # or any i... | {
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"type": "text",
"value": "Seems that someone is spoofing your servers by replicating profiles on his and possibly gleaning peoples logins and passwords..",
"raw": "Seems that someone is spoofing your servers by replicating profiles on his and possibly gleaning peoples logins and passwords..",
"hre... | Seems that someone is spoofing your servers by replicating profiles on his and possibly gleaning peoples logins and passwords..
https://git.lnyan.com/spaces/Lubub-Cruzeiro
I was there to use https://git.lnyan.com/spaces/Lubub-Cruzeiro/train-dreambooth-lora-sdxl
But it said I didn't have login access.. Then I noti... | {
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"value": "📢 This year I made decent amout of experiments on LLM reasoning capabilities in author opinion extraction. ",
"raw": "📢 This year I made decent amout of experiments on LLM reasoning capabilities in author opinion extraction. ",
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"u... | 📢 This year I made decent amout of experiments on LLM reasoning capabilities in author opinion extraction.
However, they did not go further with:
↗️ annoation of other sources of opinion causes: entities, out-of-context object (None).
📏 evaluation of factual statements that support the extracted sentiment.
To addre... | {
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"href": null... | 🙋🏻♂️hey there folks ,
did you know that https://huggingface.co/lmms-lab released a new version of 🌋🌋Llava on thursday ? Now it has 🎥video understanding !
check it out 👇🏻
collection : https://huggingface.co/collections/lmms-lab/llava-video-661e86f5e8dabc3ff793c944
demo : https://huggingface.co/spaces/Tonic/Ll... | {
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... | @jbilcke-hf hi | {
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... | Hello guys,
I am trying to use the space "The Stringer" by Ilaria RVS.
When I all used my credits, the say to sign up on hugging face. So i'v signed and paid the pro version.
But I stay enable to generate some new voices...
What I did wrong ?? | {
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"value": "pretty much all of the values in the llama training post are placeholders, so if you dont get a desireable result tweak and tweak and tweak. it took months to get smallama to do anything",
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The paper is here: https://ai.meta.com/static-resource/movie-gen-research-paper | {
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"raw": "📢 The fast application of named entity recognition (NER) model towards vast amout of texts usually serves two major pitfalls:",
"href"... | 📢 The fast application of named entity recognition (NER) model towards vast amout of texts usually serves two major pitfalls:
🔴 Limitation of the input window size
🔴 Drastically slows down the downstream pipeline of the whole application
⭐ https://github.com/nicolay-r/bulk-ner
To address these problems, bulk-ner r... | {
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The reas... | {
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"val... | Version 0.2a of ChessPT is currently training.
I decided to wait with the actual v1.0 until I have a better understanding where I want to go and successfully trained the first fine tune.
I'm playing around with a loss that is highly influenced by the idea of reinforcement.
Basically I'm punishing the model for gener... | {
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"href": nu... | 🙋🏻♂️ Hey there folks ,
🦎Salamandra release by @mvillegas and team
@BSC_CNS https://huggingface.co/BSC-LT is absolutely impressive so far !
perhaps the largest single training dataset of high quality text to date of 7.8 trillion tokens in 35 European languages and code.
the best part : the data was correctly lice... | {
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Researchers from Mila and Borealis AI just have shown that simplified versions of good old Recurrent Neural Networks (RNNs) can match the performance of today's transformers.
They took a fresh look at LSTMs (from 1... | {
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... | 🚀 New Model Release: zamal/Molmo-7B-GPTQ-4bit 🚀
Hello lovely community,
https://huggingface.co/zamal/Molmo-7B-GPTQ-4bit model is now available for all! This model has been highly quantized, reducing its size by almost six times. It now occupies significantly less space and vRAM, making it perfect for deployment on ... | {
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... | NEW releases for today:
- We've brought our new Esper 2 model to Llama 3.2! The DevOps-first Esper finetunes use our newest open source datasets. Get the new Esper: https://huggingface.co/ValiantLabs/Llama3.2-3B-Esper2
- Some new merged models, combining Shining Valiant 2 with the other Build Tools:
- https://huggin... | {
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These new models aim to offer an open source alternative for in-domain semantic search from large text corpora and will improve RAG systems and context... | {
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Fact: Chinese LLMs are heavily underrated, for instance recently the excellent Deepseek-v2.5 or Qwen models.
Luckily for us, @AdinaY just wrote an excellent blog post explaining the Chinese AI ecosystem!
My key takeaways:
Since Google, OpenAI and Anthropic models are not... | {
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"h... | ColPali is an exciting new approach to multimodal document retrieval, but some doubt its practical use with existing vector DBs.
It turns out it's super easy to use Qdrant to index and search ColPali embeddings efficiently.
Blog post here: https://danielvanstrien.xyz/posts/post-with-code/colpali-qdrant/2024-10-02_usi... | {
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URL: https://huggingface.co/spaces/awacke1/stable-video-diffusion
It uses Stable Diffusion to dynamically create videos from images in input directory or uploaded using A10 GPU on Huggingface.
Samples below.
I may transition this to Zero GPU if I can. Duri... | {
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"hre... | Triton-accelerated nanoGPT🤕
The WHY behind this ordeal - After practicing triton for about 2 weeks now, I challenged myself into implementing custom triton kernels for Karpathy's nanoGPT and quite an ordeal it was but somehow got something working, not perfect but getting there:), contributions are welcomed.
Code: ht... | {
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I first learned about instruction-based classifiers like BERT-NLI 3-4 years ago, through the @HuggingFace ZeroShotClassificationPipeline. Digging deeper into this, it was su... | {
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... | Just dropped a new blog post 🤗
"Comparing Open-source and Proprietary LLMs in Medical AI"
We put the biggest AI brains 🧠 to the test on medical tasks 🏥 using popular benchmarks such as MedQA.
Closed-source vs. open-source, costs decoded, and performance revealed! We need even more comprehensive benchmarks and e... | {
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-- How torchao Works (They threw the kitchen-sink at it...)
torchao leverages several advanced techniques to optimize PyTorch models, making them faster and more memory-efficient. Here's an overview of its... | {
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This is the most important research in months: we’re now very close to having a single architecture to handle all modalities. The folks at Beijing Academy of Artificial Intelligence (BAAI) just released Emu3, a single model that handles text, images, and videos ... | {
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Enable your sound to hear the improvement.
Try it out:
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- High quality code-instruct and chat with a DevOps focus: AWS, Azure, GCP, Terraform, Dockerfiles, pipelines, shell scripts and more!
- Powered by our new https://huggingface.co/datasets/sequelbox/Titanium dataset, along with the newest versions of https://huggingface.co/datasets/sequelbox/Tachibana ... | {
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⭐ https://github.com/declare-lab/conv-emotion
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Dataset: https://huggingface.co/datasets/argilla/FinePersonas-v0.1
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https://github.com/NatLibFi/Annif/releases/tag/v1.2.0
This release introduces language detection capabilities in the REST API and CLI, improves 🤗 Hugging Face Hub integration, and also includes the usual maintenance work and minor bug fixes.
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It's easier to assess the quality of a response than to generate one which enables LLM models to evaluate their own performance.
It’s like trying to figure out how many ingredients you left out while cooking a recipe but without knowing exactly wh... | {
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- Don't make me change my workflow
- Data inertia is real
- ML best practices are still evolving
Closing the door on our public product lets us focus on our new goal of scaling HF Hub's storage backend t... | {
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Here is a speed-run of features:
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- Sandboxed Linux environment and web browser for ... | {
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Get started at https://huggingface.co/spaces/ECCV/ECCV2024-papers ✨
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testing it out now to make a dataset , i cant hardly wait... but one question 👇🏻 why / wen ? 😅🚀🚀
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The people over at https://huggingface.co/Lichess published some amazing data sets over the past weeks, including a collection of >1M standard chess games (https://huggingface.co/datasets/Lichess/standard-chess-games).
Finally it's time to revive my chess buddy p... | {
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"ra... | Realtime Whisper Large v3 Turbo Demo:
It transcribes audio in about 0.3 seconds.
https://huggingface.co/spaces/KingNish/Realtime-whisper-large-v3-turbo | {
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🔒 Run it locally in-browser for private transcriptions! Transcribe interviews, audio & video.
⚡️ 40 tokens/sec on my MacBook
🔗 Try it: https://huggingface.co/spaces/webml-community/whisper-large-v3-turbo-webgpu?v2=
Model: https:... | {
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https://huggingface.co/nvidia/NVLM-D-72B
Paper page https://huggingface.co/papers/2409.11402
The paper contains many ablation studies on various ways to use the LLM backbone 👇🏻
🦩 Flamingo-like cross-attention (NVLM-X)
🌋 Llava-like concatenation o... | {
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... | 𝗔𝗱𝗱 𝘀𝗼𝘂𝗿𝗰𝗲 𝗵𝗶𝗴𝗵𝗹𝗶𝗴𝗵𝘁𝗶𝗻𝗴 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗥𝗔𝗚 𝘀𝘆𝘀𝘁𝗲𝗺! 📄💡
RAG systems are supposed to make your LLM's answer more trustworthy, by inserting in the prompt some supporting documents from a knowledge base : we say that we're "adding some context".
👎 But if you don't know which part of the an... | {
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First meetup that is coming up: Sett... | {
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https://www.youtube.com/watch?v=yBL7J0kgldU
https://huggingface.co/papers/2309.14316
Series bài nói về việc hiểu cách LLM hoạt động. Rất thú vị, họ làm thí nghiệm kiểm soát 100% cách huấn luyện model và phát hiện rằng nếu pretrain không chứa dạng dữ liệu extraction (QA in... | {
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... | Want a full walkthrough on how to convert a vertex-colored mesh to a UV-mapped textured mesh?
New Blog Post
https://huggingface.co/blog/vertex-colored-to-textured-mesh | {
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The latter may lead to Python Exception 💥 and challenges with generated content restoration.
To address on this problem, sharing the no-strings / tiny framework that exploits SQLite3... | {
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- This project introduces a new approach to using Large Language Models (LLMs) for classification tasks in an explainable way.
- Unlike ML models that rely heavily on data cleaning and feature engineering, this method str... | {
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“ So let's suppose a technical apotheosis some time in the middle of the 21st century, when it somehow becomes possible for one person to make an entire feature film, with virtual actors. Would this be a good thing?
If the history of oil painting is ... | {
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https://huggingface.co/ValiantLabs/Llama3.2-3B-Enigma is trained on our high quality code-instruct (https://huggingface.co/datasets/sequelbox/Tachibana) and general chat (https://huggingface.co/datasets/sequelbox/Supernova) data.
try it now :) more model... | {
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Umm I have a slight problem. I was trying to deploy flux.1 [dev] on my own private space and it keeps giving me a runtime error. The [schnell] model installed without any problems. Is there a way to resolve this? | {
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Sometimes you just want to save something in your profile privately and work on it later without the hassle of "load_.../push_to_hub" in a code file.
I know this is super lazy 😅 But it is what it is ...
ta... | {
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"raw": "Want to supercharge your journalism with AI but don't know where to start? I've got you covered. 🚀",
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"co... | Want to supercharge your journalism with AI but don't know where to start? I've got you covered. 🚀
Ran two workshops at Media Party w/ Brown Institute for Media Innovation at Columbia University this week-end, packed with open-source AI tools for journalists. Thought you might find 'em useful too, so I'm open-sourcin... | {
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