Shiliang Zhang

A Comparative Study on Speaker-attributed Automatic Speech Recognition in Multi-party Meetings

2022 · arXiv (Cornell University)

In this paper, we conduct a comparative study on speaker-attributed automatic speech recognition (SA-ASR) in the multi-party meeting scenario, a topic with increasing attention in meeting rich transcription. Specifically, three approaches are evaluated in this …

CTC-Assisted LLM-Based Contextual ASR

2024

Contextual ASR or hotword customization holds substantial practical value. Despite the impressive performance of current end-to-end (E2E) automatic speech recognition (ASR) systems, they often face challenges in accurately recognizing rare words. Typical E2E contextual ASR …

NN-Former: Rethinking Graph Structure in Neural Architecture Representation

2025 · arXiv (Cornell University)

The growing use of deep learning necessitates efficient network design and deployment, making neural predictors vital for estimating attributes such as accuracy and latency. Recently, Graph Neural Networks (GNNs) and transformers have shown promising performance …