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suayptalhaย  authored a paper 8 days ago
Diffutron: A Masked Diffusion Language Model for Turkish Language
emirkaanozdemrย  authored a paper 5 months ago
Superpositional Gradient Descent: Harnessing Quantum Principles for Model Training
ahmeterdempmkย  authored a paper 5 months ago
Superpositional Gradient Descent: Harnessing Quantum Principles for Model Training
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emirkaanozdemrย 
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Just dropped a Bash Command Dataset on Hugging Face! ๐Ÿ’ป It pairs natural language instructions with real Bash commands, perfect for fine-tuning LLMs to automate the terminal. Short, long, and complex commands all included!๐Ÿš€

emirkaanozdemr/bash_command_data_6K
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suayptalhaย 
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emirkaanozdemrย 
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Hi everyone, my new model Fok-2B Instruct is a LoRA fine-tuned model on VNGRS AI Kumru-2B. Trained for the Turkish language, it analyzes Polar Research Station sensor data to detect potential risks and generate detailed recommendations. Please note that this is the first and smallest member of this model family.

https://huggingface.co/collections/emirkaanozdemr/fok-llm-family
emirkaanozdemrย 
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suayptalhaย 
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suayptalhaย 
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2212
๐Ÿš€ Introducing ๐…๐ข๐ซ๐ฌ๐ญ ๐‡๐ฎ๐ ๐ ๐ข๐ง๐  ๐…๐š๐œ๐ž ๐ˆ๐ง๐ญ๐ž๐ ๐ซ๐š๐ญ๐ข๐จ๐ง ๐จ๐Ÿ ๐ฆ๐ข๐ง๐†๐‘๐” ๐Œ๐จ๐๐ž๐ฅ๐ฌ from the paper ๐–๐ž๐ซ๐ž ๐‘๐๐๐ฌ ๐€๐ฅ๐ฅ ๐–๐ž ๐๐ž๐ž๐๐ž๐?

๐Ÿ–ฅ I have integrated ๐ง๐ž๐ฑ๐ญ-๐ ๐ž๐ง๐ž๐ซ๐š๐ญ๐ข๐จ๐ง ๐‘๐๐๐ฌ, specifically minGRU, which offer faster performance compared to Transformer architectures, into HuggingFace. This allows users to leverage the lighter and more efficient minGRU models with the "๐ญ๐ซ๐š๐ง๐ฌ๐Ÿ๐จ๐ซ๐ฆ๐ž๐ซ๐ฌ" ๐ฅ๐ข๐›๐ซ๐š๐ซ๐ฒ for both usage and training.

๐Ÿ’ป I integrated two main tasks: ๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ž๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง and ๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐‚๐š๐ฎ๐ฌ๐š๐ฅ๐‹๐Œ.

๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ž๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง:
You can use this class for ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ž ๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง tasks. I also trained a Sentiment Analysis model with stanfordnlp/imdb dataset.

๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐‚๐š๐ฎ๐ฌ๐š๐ฅ๐‹๐Œ:
You can use this class for ๐‚๐š๐ฎ๐ฌ๐š๐ฅ ๐‹๐š๐ง๐ ๐ฎ๐š๐ ๐ž ๐Œ๐จ๐๐ž๐ฅ tasks such as GPT, Llama. I also trained an example model with roneneldan/TinyStories dataset. You can fine-tune and use it!

๐Ÿ”— ๐‹๐ข๐ง๐ค๐ฌ:
Models: suayptalha/mingru-676fe8d90760d01b7955d7ab
GitHub: https://github.com/suayptalha/minGRU-hf
LinkedIn Post: https://www.linkedin.com/posts/suayp-talha-kocabay_mingru-a-suayptalha-collection-activity-7278755484172439552-wNY1

๐Ÿ“ฐ ๐‚๐ซ๐ž๐๐ข๐ญ๐ฌ:
Paper Link: https://arxiv.org/abs/2410.01201

I am thankful to Leo Feng, Frederick Tung, Mohamed Osama Ahmed, Yoshua Bengio and Hossein Hajimirsadeghi for their papers.