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Parrva Chirag Shah

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#small language model Preprint Aug 2026

NumBench: Diagnosing Counting Failures in Text-to-Image Models

The Confidence-Weighted Numeric Precision Score (\cwnps), which aggregates three calibrated detectors and discounts uncertain proposals, is proposed for scalable evaluation and developed a process model in which requested instances compete for a finite set of resolvable image regions.

Sandeep Wadhwa, M. Vatsa, Richa Singh et al. · 0 citations