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Makar Vlasov

Makar7

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reacted to Ruurd's post with 🔥 3 days ago

The past year I have been trying to get diffusion models to work for language generation, without having to retrain a LLM from scratch. And recently, we finally succeeded: We introduce "LAD: LoRA-Adapted Denoiser", a method to convert a LLaMA model into a text diffusion model using LoRA finetuning and structured input corruption. 🎯 Try the demo and read the write-up here! https://ruurdkuiper.github.io/tini-lad/ Unlike autoregressive (word-for-word) models like ChatGPT, diffusion models iteratively refine a noised sequence. However, most current diffusion approaches rely on all-parameter retraining and repeatedly remasking tokens, which is costly and slow during both training and inference! 🧠 With LAD: - We can finetune an autoregressive model for diffusive generation in just 10 hours on a single GPU. - Test-time compute is fully adjustable: fewer steps means faster outputs while more steps improve output quality. - Due to our unique noising schedule, remasking is not always needed during inference. All tokens are attended to in each iteration! 🔍 LAD is built using: – A frozen LLaMA-8B backbone – Structured noising: token swaps, duplications, replacements, span shifts – Modified attention masks for bidirectional decoding 💡 We show that even small, fast-trained models can perform diffusive generation — with competitive benchmark performance, perplexity and more flexible test-time behavior than traditional transformers.

liked a model 8 days ago

deepseek-ai/DeepSeek-R1-0528-Qwen3-8B

liked a model 9 days ago

deepseek-ai/DeepSeek-R1-0528

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Makar7's activity

New activity in yandex/YandexGPT-5-Lite-8B-instruct 2 months ago

Она всё же Алиса.

#4 opened 2 months ago by

New activity in yandex/YandexGPT-5-Lite-8B-pretrain 3 months ago

Немного подкину идею по созданию новой модели YandexGPT-6-Pro

#18 opened 3 months ago by

New activity in yaroslav0530/YandexGPT-5-Lite-8B-pretrain-GGUF 3 months ago

Две версии YandexGPT-5-Lite-8B-pretrain-FP16?

#1 opened 3 months ago by

New activity in yandex/YandexGPT-5-Lite-8B-pretrain 3 months ago

14-32-72b модели

#12 opened 3 months ago by

Характер Алисы у полной модели YandexGPT-5-Lite-8B

#11 opened 3 months ago by

Огромное вам спасибо. Продолжение?

#5 opened 4 months ago by

Огромное вам спасибо. Продолжение?

#5 opened 4 months ago by

Огромное вам спасибо. Продолжение?

#5 opened 4 months ago by