Sourav Das
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126
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NLP×1AI×1ML×1
Research Timeline
2026
ProbeScale: Probing Analysis to Optimize Neural Scaling Laws for Efficient Small Language Model Inference
ProbScale is a novel framework that combines neural scaling laws and language model probing to identify highly efficient, task-specific subnetworks within pre-trained Small Language Models, achieving significant parameter reduction while maintaining high performance.
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