Arabic-Nougat: Fine-Tuning Vision Transformers for Arabic OCR and Markdown Extraction
Paper
•
2411.17835
•
Published
•
3
John Locke
johnlockejrr
AI & ML interests
NLP, OCR, AI
Recent Activity
new activity
10 days ago
cantillation/Teamim-small_Random_WeightDecay-0.05_Augmented_New-Data_date-02-08-2024:A little info
reacted
to
singhsidhukuldeep's
post
with 🚀
20 days ago
Exciting breakthrough in AI: @Meta's new Byte Latent Transformer (BLT) revolutionizes language models by eliminating tokenization!
The BLT architecture introduces a groundbreaking approach that processes raw bytes instead of tokens, achieving state-of-the-art performance while being more efficient and robust. Here's what makes it special:
>> Key Innovations
Dynamic Patching: BLT groups bytes into variable-sized patches based on entropy, allocating more compute power where the data is more complex. This results in up to 50% fewer FLOPs during inference compared to traditional token-based models.
Three-Component Architecture:
• Lightweight Local Encoder that converts bytes to patch representations
• Powerful Global Latent Transformer that processes patches
• Local Decoder that converts patches back to bytes
>> Technical Advantages
• Matches performance of Llama 3 at 8B parameters while being more efficient
• Superior handling of non-English languages and rare character sequences
• Remarkable 99.9% accuracy on spelling tasks
• Better scaling properties than token-based models
>> Under the Hood
The system uses an entropy model to determine patch boundaries, cross-attention mechanisms for information flow, and hash n-gram embeddings for improved representation. The architecture allows simultaneous scaling of both patch and model size while maintaining fixed inference costs.
This is a game-changer for multilingual AI and could reshape how we build future language models. Excited to see how this technology evolves!
liked
a Space
30 days ago
sivan22/Ituria
Organizations
None yet
johnlockejrr's activity
upvoted
a
paper
about 1 month ago
upvoted
an
article
about 2 months ago
Article
HTRflow - A tool for HTR and OCR
By
•
•
15