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iojvsuynv

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reacted to sergiopaniego's post with 🔥 12 days ago

if you want to deep dive into how the new @MistralAI Large 4 was built, we sat down with the team to learn straight from them! scaling, specialization, evals, cyber, sandboxing and why open weights matter a really detailed look at what it takes to build and release an open frontier model, super recommended https://www.youtube.com/watch?v=FczbSauVvjw

liked a model 15 days ago

LiquidAI/LFM3-Audio-2B

new activity 9 months ago

Qwen/Qwen3.5-397B-A17B:will there be a smaller version?

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reacted to sergiopaniego's post with 🔥 12 days ago

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1,204

if you want to deep dive into how the new @MistralAI Large 4 was built, we sat down with the team to learn straight from them!

scaling, specialization, evals, cyber, sandboxing and why open weights matter

a really detailed look at what it takes to build and release an open frontier model, super recommended

https://www.youtube.com/watch?v=FczbSauVvjw

liked a model 15 days ago

LiquidAI/LFM3-Audio-2B

Any-to-Any • 2B • Updated 11 days ago • 13.4k • 261

New activity in Qwen/Qwen3.5-397B-A17B 9 months ago

will there be a smaller version?

👍🔥 12

#16 opened 9 months ago by

iojvsuynv

liked 3 models 10 months ago

liked a Space over 1 year ago

Gemma 3n E4B It

⚡

144

Chat with an AI that understands text, images, audio, and video

reacted to MKhan98's post with 👍 over 1 year ago

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325

Для рынка РФ есть желающие сделать проект?
Ищу человека, который хорош в дообучении LLM модели.
Подобные модели нашел здесь, но они заточены на англ или иероглифы – на русском пишут плохо.
Есть 500 почт от людей, которые ждут запуска B2C продукта.
Напишите в телегу: khnblv

За спиной 2 года в VK продактом и личный сторонний проект на 130к MAU.

published a Space over 1 year ago

GameGen

🚀

upvoted a collection over 1 year ago

Dark Planet Series (see "source" coll. for FP)

Collection

A dark bias collection of models for any creative use such as writing, fiction, storytelling, role play and other uses. Example gens at each repo. • 31 items • Updated 25 days ago • 52

liked a model over 1 year ago

soob3123/amoral-qwen3-14B

Text Generation • 15B • Updated May 1, 2025 • 39 • • 22

reacted to nyuuzyou's post with 👍 over 1 year ago

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3,641

🦅 SmolLM2-Eagle Collection - nyuuzyou/smollm2-eagle-680263bf97f0c7e6bbe4936b

Collection of fine-tuned bilingual language models featuring:
- Models in three parameter sizes: 135M, 360M, and 1.7B based on HuggingFaceTB's SmolLM2 models
- Both standard and GGUF formats for flexible deployment in llama.cpp and Ollama
- Fine-tuned on nyuuzyou/EagleSFT dataset (536,231 Russian-English QA pairs derived from 739k+ real user queries)
- Experimental Russian language capabilities while maintaining English performance
- Limited Russian capabilities due to SFT-only approach without Russian pre-training
- Environmental impact: ~19.75 kg CO2eq

This collection provides compact models for research on bilingual language capabilities, resource-constrained environments, and educational applications. Not recommended for production use due to experimental nature and inherent limitations. Available under Apache 2.0 license.

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liked a model over 1 year ago

openfree/Gemma-3-R1984-12B-Q6_K-GGUF

Image-Text-to-Text • 12B • Updated Mar 30, 2025 • 84 • 126

liked a model almost 2 years ago

m-a-p/YuE-s1-7B-anneal-en-cot

Text Generation • 6B • Updated Mar 12, 2025 • 2.9k • 463

reacted to nroggendorff's post with ➕ almost 2 years ago

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6,398

hey nvidia, can you send me a gpu?
comment or react if you want ~~me~~ to get one too. 👉👈

33 replies

New activity in NexaAI/OmniVLM-968M almost 2 years ago

Error loading model

#9 opened almost 2 years ago by

iojvsuynv

reacted to hbseong's post with 👀 almost 2 years ago

Post

947

🚨🔥 New Release Alert! 🔥🚨

Introducing the 435M model that outperforms Llama-Guard-3-8B while slashing 75% of the computation cost! 💻💥
👉 Check it out: hbseong/HarmAug-Guard (Yes, INFERENCE CODE INCLUDED! 💡)

More details in our paper: https://arxiv.org/abs/2410.01524 📜

#HarmAug #LLM # Safety #EfficiencyBoost #Research #AI #MachineLearning

1 reply

reacted to singhsidhukuldeep's post with ❤️ almost 2 years ago

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1,932

It's not every day you see the No. 1 ranked paper of the day open-sourcing a very powerful image editing app!

Fascinating to see MagicQuill - a groundbreaking interactive image editing system that makes precise photo editing effortless through advanced AI!

The system's architecture features three sophisticated components:

1. Editing Processor:
- Implements a dual-branch architecture integrated into a latent diffusion framework
- Utilizes PiDiNet for edge map extraction and content-aware per-pixel inpainting
- Features a specialized UNet architecture with zero-convolution layers for feature insertion
- Employs denoising score matching for training the control branch
- Processes both structural modifications via scribble guidance and color manipulation through downsampled color blocks
- Maintains pixel-level control through VAE-based latent space operations

2. Painting Assistor:
- Powered by a fine-tuned LLaVA multimodal LLM using Low-Rank Adaptation (LoRA)
- Trained on a custom dataset derived from Densely Captioned Images (DCI)
- Processes user brushstrokes through specialized Q&A tasks for add/subtract/color operations
- Features bounding box coordinate normalization for precise stroke localization
- Implements streamlined single-word/phrase outputs for real-time performance

3. Idea Collector:
- Built as a modular ReactJS component library
- Supports cross-platform deployment via HTTP protocols
- Compatible with Gradio and ComfyUI frameworks
- Features comprehensive layer management and parameter adjustment capabilities
- Implements real-time canvas updates and preview generation

The system outperforms existing solutions like SmartEdit and BrushNet in edge alignment and color fidelity while maintaining seamless integration with popular AI frameworks.

What are your thoughts on AI-powered creative tools?

reacted to tomaarsen's post with 🔥 about 2 years ago

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5,932

I just released Sentence Transformers v3.3.0 & it's huge! 4.5x speedup for CPU with OpenVINO int8 static quantization, training with prompts for a free perf. boost, PEFT integration, evaluation on NanoBEIR, and more! Details:

1. We integrate Post-Training Static Quantization using OpenVINO, a very efficient solution for CPUs that processes 4.78x as many texts per second on average, while only hurting performance by 0.36% on average. There's a new export_static_quantized_openvino_model method to quantize a model.

2. We add the option to train with prompts, e.g. strings like "query: ", "search_document: " or "Represent this sentence for searching relevant passages: ". It's as simple as using the prompts argument in SentenceTransformerTrainingArguments. Our experiments show that you can easily reach 0.66% to 0.90% relative performance improvement on NDCG@10 at no extra cost by adding "query: " before each training query and "document: " before each training answer.

3. Sentence Transformers now supports training PEFT adapters via 7 new methods for adding new adapters or loading pre-trained ones. You can also directly load a trained adapter with SentenceTransformer as if it's a normal model. Very useful for e.g. 1) training multiple adapters on 1 base model, 2) training bigger models than otherwise possible, or 3) cheaply hosting multiple models by switching multiple adapters on 1 base model.

4. We added easy evaluation on NanoBEIR, a subset of BEIR a.k.a. the MTEB Retrieval benchmark. It contains 13 datasets with 50 queries and up to 10k documents each. Evaluation is fast, and can easily be done during training to track your model's performance on general-purpose information retrieval tasks.

Additionally, we also deprecate Python 3.8, add better compatibility with Transformers v4.46.0, and more. Read the full release notes here: https://github.com/UKPLab/sentence-transformers/releases/tag/v3.3.0