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cs.CL2025
Hierarchical Resolution Transformers: A Wavelet-Inspired Architecture for Multi-Scale Language Understanding
Ayan Sar, Sampurna Roy, Kanav Gupta +3
Transformer architectures have achieved state-of-the-art performance across natural language tasks, yet they fundamentally misrepresent the hierarchical nature of human language by…
cs.CL2025
Dynamic Reasoning Chains through Depth-Specialized Mixture-of-Experts in Transformer Architectures
Sampurna Roy, Ayan Sar, Anurag Kaushish +3
Contemporary transformer architectures apply identical processing depth to all inputs, creating inefficiencies and limiting reasoning quality. Simple factual queries are subjected…