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URD – Dataset by SofiTesfay2010 | AlphaNeural AI
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license: apache-2.0 Dataset Overview
“Data is not about volume; it is about density.”
This dataset was synthesized using PROD-V2, a high-performance data refinery built to maximize quality density rather than raw volume. The system treats dataset construction as a multi-objective optimization problem, balancing:
Semantic Entropy (diversity) Reward Alignment Score (quality)
Noise is removed using geometric filtering, semantic stratification, and discriminative… See the full description on the dataset page:
https://huggingface.co/datasets/SofiTesfay2010/URD
.