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Kushagra Agrawal

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#small language model Open access Sep 2026

Accelerated LLM: A Fuzzy-Logic-Augmented Router Architecture for Efficient Multi-Domain Query Processing via Specialised Small Language Models

Accelerated LLM, a modular architecture that replaces a single general-purpose LLM with an ensemble of task-specialised small language models (SLMs) governed by a neural query router and a Mamdani fuzzy inference system, achieves competitive or superior task-specific performance at a fraction of the parameter count.

Kushagra Agrawal, Deshmukh Nirmiti Akshay, Palak Kaushik et al. · 0 citations

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