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How I Study AI - Learn AI Papers & Lectures the Easy Way

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All SourcesarXiv
#Data Efficiency

Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders

Intermediate
Boqiang Zhang, Lei Ke et al.Mar 6arXiv

Penguin-VL shows that small vision-language models (2B and 8B) can be very strong if you give them a better vision encoder, not just a bigger brain.

#Vision Language Model#LLM-based Vision Encoder#Contrastive Learning

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Training Data Efficiency in Multimodal Process Reward Models

Intermediate
Jinyuan Li, Chengsong Huang et al.Feb 4arXiv

Multimodal Process Reward Models (MPRMs) teach AI to judge each step of a picture-and-text reasoning process, not just the final answer.

#Multimodal Process Reward Model#Process Supervision#Monte Carlo Annotation

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