LiquidAI/LFM2.5-VL-450M
Image-Text-to-Text • 0.4B • Updated • 49.1k • 174
JOSE RODOLFO MASIERO
jrmasiero
·
AI & ML interests
None yet
Recent Activity
liked a model about 1 month ago
LiquidAI/LFM2.5-VL-450M liked a Space over 1 year ago
franciszzj/Leffa liked a model over 1 year ago
franciszzj/LeffaOrganizations
liked a
model about 1 month ago
liked a
Space over 1 year ago
liked a
model over 1 year ago
reacted to merve's post with 👍 over 1 year ago
Post
3938
If you have documents that do not only have text and you're doing retrieval or RAG (using OCR and LLMs), give it up and give ColPali and vision language models a try 🤗
Why? Documents consist of multiple modalities: layout, table, text, chart, images. Document processing pipelines often consist of multiple models and they're immensely brittle and slow. 🥲
How? ColPali is a ColBERT-like document retrieval model built on PaliGemma, it operates over image patches directly, and indexing takes far less time with more accuracy. You can use it for retrieval, and if you want to do retrieval augmented generation, find the closest document, and do not process it, give it directly to a VLM like Qwen2-VL (as image input) and give your text query. 🤝
This is much faster + you do not lose out on any information + much easier to maintain too! 🥳
Multimodal RAG merve/multimodal-rag-66d97602e781122aae0a5139 💬
Document AI (made it way before, for folks who want structured input/output and can fine-tune a model) merve/awesome-document-ai-65ef1cdc2e97ef9cc85c898e 📖
Why? Documents consist of multiple modalities: layout, table, text, chart, images. Document processing pipelines often consist of multiple models and they're immensely brittle and slow. 🥲
How? ColPali is a ColBERT-like document retrieval model built on PaliGemma, it operates over image patches directly, and indexing takes far less time with more accuracy. You can use it for retrieval, and if you want to do retrieval augmented generation, find the closest document, and do not process it, give it directly to a VLM like Qwen2-VL (as image input) and give your text query. 🤝
This is much faster + you do not lose out on any information + much easier to maintain too! 🥳
Multimodal RAG merve/multimodal-rag-66d97602e781122aae0a5139 💬
Document AI (made it way before, for folks who want structured input/output and can fine-tune a model) merve/awesome-document-ai-65ef1cdc2e97ef9cc85c898e 📖
- 2 replies
upvoted a collection over 1 year ago
liked a
Space almost 2 years ago
liked a
model almost 2 years ago
liked a
Space about 2 years ago
