VeRA: Verified Reasoning Data Augmentation
💡Open-source tool generates infinite verified hard reasoning benchmarks—ends memorization exploits! (68 chars)
⚡ 30-Second TL;DR
What Changed
Converts seed problems into templates, generators, and verifiers for scalable data augmentation
Why It Matters
VeRA transforms static benchmarks into dynamic generators, enabling indefinite scaling of robust AI evaluations without human labeling. It combats saturation and memorization, providing reliable progress measurement. Open-sourcing accelerates adoption in research and industry benchmarking.
What To Do Next
Clone VeRA repo from arXiv links and generate VeRA-H tasks to harden your model's reasoning benchmarks.
Key Points
- •Converts seed problems into templates, generators, and verifiers for scalable data augmentation
- •VeRA-E creates equivalent variants to expose memorization vs. reasoning
- •VeRA-H systematically hardens problems while ensuring verifiability
- •Evaluated 16 frontier models, revealing contamination patterns
- •Open-sourced code and datasets for any verifiable domain
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Original source: ArXiv AI ↗
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