Ihsan Ayyub Qazi

A Survey on Data Selection for Efficient Speech Processing

2025 · IEEE Access

While recent advances in speech processing have led to substantial performance improvements across diverse tasks, they often demand significantly higher computational costs and resources. To address this efficiency challenge, data selection has emerged as a …

TweakLLM: A Routing Architecture for Dynamic Tailoring of Cached Responses

2025 · arXiv (Cornell University)

Large Language Models (LLMs) process millions of queries daily, making efficient response caching a compelling optimization for reducing cost and latency. However, preserving relevance to user queries using this approach proves difficult due to the …