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concept-frequency-ai
What Happens When Your Prompt Is Too Obscure?
A Close Look at Misalignment in Pretraining Datasets
The Link Between Concept Frequency and AI Performance, Seen Through Images and Words
Across Metrics and Prompts, Frequent Concepts Outperform in Zero-Shot Learning
What 34 Vision-Language Models Reveal About Multimodal Generalization
How Dataset Diversity Impacts AI Model Performance
‘Let It Wag!’ and the Limits of Machine Learning on Rare Concepts
AI Training Data Has a Long-Tail Problem
AI Models Trained on Synthetic Data Still Follow Concept Frequency Trends
Analyzing the Impact of Pretraining Frequency on Zero-Shot Performance in Multimodal Models
How AI Models Count and Match Concepts in Images and Text